* feat(functions): enhance parsing with broken JSON when we parse the raw results
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* breaking: make function name by default
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(grammar): dynamically generate grammars with mutating keys
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor: simplify condition
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update docs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Fixes:
```
panic: invalid argument to IntN
goroutine 401 [running]:
math/rand/v2.(*Rand).IntN(...)
/home/mudler/_git/go/pkg/mod/golang.org/toolchain@v0.0.1-go1.22.4.linux-amd64/src/math/rand/v2/rand.go:190
math/rand/v2.IntN(...)
/home/mudler/_git/go/pkg/mod/golang.org/toolchain@v0.0.1-go1.22.4.linux-amd64/src/math/rand/v2/rand.go:307
github.com/mudler/LocalAI/core/cli.Proxy.func2()
/home/mudler/_git/LocalAI/core/cli/federated.go:104 +0x76e
created by github.com/mudler/LocalAI/core/cli.Proxy in goroutine 1
/home/mudler/_git/LocalAI/core/cli/federated.go:91 +0x3c5
```
When no nodes are found and something is trying to hit the federated
endpoint (and no tunnels are ready yet).
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs(swagger): finish convering gallery section
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs: add section to explain how to install models with local-ai run
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Minor docs adjustments
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs(swagger): core more localai/openai endpoints
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix swagger descriptions for backend_monitor.go
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* minor cleanup to go.mod - importing ourself?
Signed-off-by: Dave Lee <dave@gray101.com>
* figured out why we were importing ourself and fixed it
Signed-off-by: Dave Lee <dave@gray101.com>
* set pull_request_target
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* ci: add workflow to comment new Opened PRs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update comment-pr.yaml
eliminate a stray ' character that was terminating the shell script by slightly rewriting the prompt
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* feat(llama.cpp): add embeddings
Also enable embeddings by default for llama.cpp models
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(Makefile): prepare llama.cpp sources only once
Otherwise we keep cloning llama.cpp for each of the variants
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* do not set embeddings to false
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs: add embeddings to the YAML config reference
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* models(gallery): add deepseek-v2-lite
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update deepseek.yaml
The trailing space here is presumably part of the template string - try use a chomp keep to get yaml lint to accept it?
Signed-off-by: Dave <dave@gray101.com>
* Update deepseek.yaml
chomp didn't fix, erase the space and see what happens.
Signed-off-by: Dave <dave@gray101.com>
* Update deepseek.yaml
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* feat(install.sh): support federated install
This allows to support federation by exposing:
- FEDERATED: true/false to share the instance
- FEDERATED_SERVER: true/false to start the federated load balancer (it
forwards requests to the federation)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs: update installer parameters
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Dave <dave@gray101.com>
* Git fetch specific branch instead of full tree during build
* Recursively create directores for all sources
---------
Signed-off-by: Dave <dave@gray101.com>
Signed-off-by: Dave Lee <dave@gray101.com>
Co-authored-by: Shane <dev@null.com>
Co-authored-by: Dave <dave@gray101.com>
* ci: Do not test the full matrix on PR
Hipblas and sycl take long time to build from scratch as for now. Until
we find a way to speedup image building we are going to test these only
on master, and not for every open PR.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: do not run release workflow twice
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(models): pull models from urls
When using `run` now we can point directly to hf models via URL, for
instance:
```bash
local-ai run
huggingface://TheBloke/TinyLlama-1.1B-Chat-v0.3-GGUF/tinyllama-1.1b-chat-v0.3.Q2_K.gguf
```
Will pull the gguf model and place it in the models folder - of course
this depends on the fact that the gguf file should be automatically
detected by our guesser mechanism in order to this to make effective.
Similarly now galleries can refer to single files in the API requests.
This also changes the download code and `yaml` files now are treated in
the same way, so now config files are saved with the appropriate name
(and not hashed anymore).
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Adapt tests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* use a sed hack to jam a missing line in place for grpc's abseil version.
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
fix(model-list): be consistent, skip known files from listing
This changeset does two things:
- Removes the dependency of listing models from the OpenAI schema.
- Tries to reduce confusion between ListModels() in model loader and in
the service - now there is only one ListModels which is in services
and does not depend anymore on the OpenAI schema
- The OpenAI-schema functions were moved nearby the OpenAI specific
endpoints that needs the schema
- Drops the ListModel Service structure as there was no real need for
it.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* start by checking /scan during the checksum update
Signed-off-by: Dave Lee <dave@gray101.com>
* add back in golang side features: downloader/uri gets struct and scan function, gallery uses it, and secscan/models calls it.
Signed-off-by: Dave Lee <dave@gray101.com>
* add a param to scan specific urls - useful for debugging
Signed-off-by: Dave Lee <dave@gray101.com>
* helpful printouts
Signed-off-by: Dave Lee <dave@gray101.com>
* fix offsets
Signed-off-by: Dave Lee <dave@gray101.com>
* fix error and naming
Signed-off-by: Dave Lee <dave@gray101.com>
* expose error
Signed-off-by: Dave Lee <dave@gray101.com>
* fix json tags
Signed-off-by: Dave Lee <dave@gray101.com>
* slight wording change
Signed-off-by: Dave Lee <dave@gray101.com>
* go mod tidy - getting warnings
Signed-off-by: Dave Lee <dave@gray101.com>
* split out python to make editing easier, add some simple code to delete contaminated entries from gallery
Signed-off-by: Dave Lee <dave@gray101.com>
* o7 to my favorite part of our old name, go-skynet
Signed-off-by: Dave Lee <dave@gray101.com>
* merge fix
Signed-off-by: Dave Lee <dave@gray101.com>
* merge fix
Signed-off-by: Dave Lee <dave@gray101.com>
* merge fix
Signed-off-by: Dave Lee <dave@gray101.com>
* address review comments
Signed-off-by: Dave Lee <dave@gray101.com>
* forgot secscan could accept multiple URL at once
Signed-off-by: Dave Lee <dave@gray101.com>
* invert naming and actually use it
Signed-off-by: Dave Lee <dave@gray101.com>
* missed cli/models.go
Signed-off-by: Dave Lee <dave@gray101.com>
* Update .github/check_and_update.py
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
This allows LocalAI to be less noisy avoiding to connect outside.
Needed if e.g. there is no plan into using p2p across separate networks.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Wip p2p enhancements
* get online state
* Pass-by token to show in the dashboard
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Style
* Minor fixups
* parametrize SearchID
* Refactoring
* Allow to expose/bind more services
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add federation
* Display federated mode in the WebUI
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make federated nodes visible from the WebUI
* Fix version display
* improve web page
* live page update
* visual enhancements
* enhancements
* visual enhancements
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci(Makefile): run tts and stablediffusion in dist
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* re-add macos-13
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* rely on detection
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* move logic to a script
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* missing some libs still
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
- Update include path to add ggml
- Update linker options to add gml and libgomp
- move some of the options to GGML_ rather then WHISPER_*
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This fixes a breakage in rendering the template. Now the models passed
by to the renderer have the ID field rather then Name
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor(gallery): move under core/
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(unarchive): do not allow symlinks
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
contains simple fixes to warnings and errors, removes a broken / outdated test, runs go mod tidy, and as the actual change, centralizes base64 image handling
Signed-off-by: Dave Lee <dave@gray101.com>
The binary grew up to 1.8GB quickly - rocm at least raises +800MB by
itself - so we might just want to manage the GPU libs separately.
Adds a comment to list all the libraries found so far that we are
depending on, but will likely follow up in a way to bundle these
separately.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This PR bundles further libs into the arm64 and x86_64 binaries
This can be improved by a lot - it's far from perfect, however in this PR I wanted to collect the required libs, and give a simple baseline to improve later upon. It is quite challenging to do this exercise with CI only - but it's the fastest way I see now.
I hope that after the list is initially built we can further improve this down the line and remove some of the technical debt left here to speedup things and do not get stuck in the middle of CI cycles.
In this PR:
- The x86_64 binary now bundles hipblas, nvidia and intel libraries too to avoid any dependency to be installed in the host
- Similarly, for the arm64 we now bundle all the required assets
## What's left
We should be also able to cross-compile Nvidia for arm64 - however I didn't succeed so far so I've left that open. Similarly I might have missed some libraries, but we will see with bug reports and testing around with the new binaries. I've tested on my arm64 board and I could finally start things up.
An open point still is shipping libraries for e.g. tts and stablediffusion. this is not done yet, however with the same methodology we should be able to extend support also for these two backends in the binary.
When offering fallback libs, use the proper env var for darwin
Note: this does not include the libraries itself, but only sets the
proper env var for the libs to be picked up on darwin.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* WIP
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* gen a static page instead (we force DNS redirects to it)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(gallery): install models from CLI, unify install
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Uniform graphic of model page
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Makefile: update targets
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Slightly enhance gallery view
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: try to build for arm64
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Allow to skip hipblas on make dist
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* use arm64 cross compiler
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* correctly target go arm64
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* create a separate target
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* cross-compile grpc
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add Protobuf include dirs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* temp disable CUDA build
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* aarch64 builds: Reduce backends
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Even less backends
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Even less backends
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(startup): allow to load libs from extracted assets
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* makefile: set arch
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(ui): add page to talk with voice, transcription, and tts
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Enhance graphics and status reporting
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Better UX by blocking unvalid actions
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* wip: guess informations from gguf file
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* update go mod
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Identify llama3
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Do not try to guess the name, as reading gguf files can be expensive
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Allow to disable guessing
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(amdgpu): try to build in single binary
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Release space from worker
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* bugfix: CUDA acceleration not working
CUDA not working after #2286.
Refactored the code to be more polish
* Update requirements.txt
Missing imports
Signed-off-by: fakezeta <fakezeta@gmail.com>
* Update requirements.txt
Signed-off-by: fakezeta <fakezeta@gmail.com>
---------
Signed-off-by: fakezeta <fakezeta@gmail.com>
update transformers
*Handle Temperature = 0 as greedy search
*Handle custom works as stop words
*Implement KV cache
*Phi 3 no more requires trust_remote_code: true
some minor renames and refactorings within BackendConfigLoader - make things more consistent, remove underused code, rename things for clarity
Signed-off-by: Dave Lee <dave@gray101.com>
* models(gallery): add mistral-0.3 and command-r, update functions
Add also disable_parallel_new_lines to disable newlines in the JSON
output when forcing parallel tools. Some models (like mistral) might be
very sensible to that when being used for function calling.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* models(gallery): add aya-23-8b
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(functions): relax mixedgrammars
Extend even more the functionalities and when mixed mode is enabled,
tolerate also both strings and JSON in the result - in this case we make
sure that the JSON can be correctly parsed.
This also updates the examples and the gallery model to configure the
grammar.
The changeset also breaks current function/grammar configuration as it
reserves now a stanza in the YAML config.
For example:
```yaml
function:
grammar:
# This allows the grammar to also return messages
mixed_mode: true
# Suffix to add to the grammar
# prefix: '<tool_call>\n'
# Force parallel calls in the grammar
# parallel_calls: true
```
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor, add a way to disable mixed json and freestring
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fix linting issues
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(llama.cpp): Enable decentralized, distributed inference
As https://github.com/mudler/LocalAI/pull/2324 introduced distributed inferencing thanks to
@rgerganov implementation in https://github.com/ggerganov/llama.cpp/pull/6829 in upstream llama.cpp, now
it is possible to distribute the workload to remote llama.cpp gRPC server.
This changeset now uses mudler/edgevpn to establish a secure, distributed network between the nodes using a shared token.
The token is generated automatically when starting the server with the `--p2p` flag, and can be used by starting the workers
with `local-ai worker p2p-llama-cpp-rpc` by passing the token via environment variable (TOKEN) or with args (--token).
As per how mudler/edgevpn works, a network is established between the server and the workers with dht and mdns discovery protocols,
the llama.cpp rpc server is automatically started and exposed to the underlying p2p network so the API server can connect on.
When the HTTP server is started, it will discover the workers in the network and automatically create the port-forwards to the service locally.
Then llama.cpp is configured to use the services.
This feature is behind the "p2p" GO_FLAGS
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* go mod tidy
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: add p2p tag
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* better message
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(functions): allow to use JSONRegexMatch unconditionally
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(functions): make json_regex_match a list
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Correct llama3-8b-instruct model file
This must be a mistake because the config tries to use a model file that is different from the one actually being downloaded.
I assumed the downloaded file is what should be used so I corrected the specified model file to that
Signed-off-by: Aleksandr Oleinikov <10602045+tannisroot@users.noreply.github.com>
feat(functions): support mixed JSON BNF grammar
This PR provides new options to control how functions are extracted from
the LLM, and also provides more control on how JSON grammars can be used
(also in conjunction).
New YAML settings introduced:
- `grammar_message`: when enabled, the generated grammar can also decide
to push strings and not only JSON objects. This allows the LLM to pick
to either respond freely or using JSON.
- `grammar_prefix`: Allows to prefix a string to the JSON grammar
definition.
- `replace_results`: Is a map that allows to replace strings in the LLM
result.
As an example, consider the following settings for Hermes-2-Pro-Mistral,
which allow extracting both JSON results coming from the model, and the
ones coming from the grammar:
```yaml
function:
# disable injecting the "answer" tool
disable_no_action: true
# This allows the grammar to also return messages
grammar_message: true
# Suffix to add to the grammar
grammar_prefix: '<tool_call>\n'
return_name_in_function_response: true
# Without grammar uncomment the lines below
# Warning: this is relying only on the capability of the
# LLM model to generate the correct function call.
# no_grammar: true
# json_regex_match: "(?s)<tool_call>(.*?)</tool_call>"
replace_results:
"<tool_call>": ""
"\'": "\""
```
Note: To disable entirely grammars usage in the example above, uncomment the
`no_grammar` and `json_regex_match`.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* auto select cpu variant
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* remove cuda target for now
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* fix metal
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* fix path
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* cuda
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* auto select cuda
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* update test
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* select CUDA backend only if present
Signed-off-by: mudler <mudler@localai.io>
* ci: keep cuda bin in path
Signed-off-by: mudler <mudler@localai.io>
* Makefile: make dist now builds also cuda
Signed-off-by: mudler <mudler@localai.io>
* Keep pushing fallback in case auto-flagset/nvidia fails
There could be other reasons for which the default binary may fail. For example we might have detected an Nvidia GPU,
however the user might not have the drivers/cuda libraries installed in the system, and so it would fail to start.
We keep the fallback of llama.cpp at the end of the llama.cpp backends to try to fallback loading in case things go wrong
Signed-off-by: mudler <mudler@localai.io>
* Do not build cuda on MacOS
Signed-off-by: mudler <mudler@localai.io>
* cleanup
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
* Apply suggestions from code review
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
---------
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Signed-off-by: mudler <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: mudler <mudler@localai.io>
When enabling grammar with functions, it might be useful to
allow more flexibility to support models that are fine-tuned against returning
function calls of the form of { "name": "function_name", "arguments" {...} }
rather then { "function": "function_name", "arguments": {..} }.
This might call out to a more generic approach later on, but for the moment being we can easily support both
as we have just to specific different types.
If needed we can expand on this later on
Signed-off-by: mudler <mudler@localai.io>
* feat(ui): allow to set system prompt for chat
Make also the models in the index clickable, and display as table
Fixes#2257
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(vision): support also png with base64 input
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(ui): support vision and upload of files
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* display the processed image
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make trust remote code stand out
Signed-off-by: mudler <mudler@localai.io>
* feat(ui): track in progress job across index/model gallery
Signed-off-by: mudler <mudler@localai.io>
* minor fixups
Signed-off-by: mudler <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: mudler <mudler@localai.io>
Winograd convolutions were always disabled giving error when inference device was CPU.
This commit implement logic to disable Winograd convolutions only if CPU or NPU are declared.
* ux: change welcome when there are no models installed
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ux: filter
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ux: show tags in filter
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* wip
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make tags clickable
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* allow to delete models from the list
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ui: display icon of installed models
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* gallery: remove gallery file when removing model
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(gallery): show a re-install button
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make filter buttons, rename Gallery field
Signed-off-by: mudler <mudler@localai.io>
* show again buttons at end of operations
Signed-off-by: mudler <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: mudler <mudler@localai.io>
* Added some OpenVINO models
Added Phi-3 trust_remote_code: true
Added Hermes 2 Pro Llama3
Added Multilingual-E5-base embedding model with OpenVINO acceleration (CPU and XPU)
Added all-MiniLM-L6-v2 with OpenVINO acceleration (CPU and XPU)
* Added Remote Code for phi, fixed error on Yamllint
* update openvino.yaml
I need to go to rest: today is not my day...
* feat(single-build): generate single binaries for releases
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* drop old targets
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(initializer): do not specify backends to autoload
We can simply try to autoload the backends extracted in the asset dir.
This will allow to build variants of the same backend (for e.g. with different instructions sets),
so to have a single binary for all the variants.
Signed-off-by: mudler <mudler@localai.io>
* refactor(prepare): refactor out llama.cpp prepare steps
Make it so are idempotent and that we can re-build
Signed-off-by: mudler <mudler@localai.io>
* [TEST] feat(build): build noavx version along
Signed-off-by: mudler <mudler@localai.io>
* build: make build parallel
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* build: do not override CMAKE_ARGS
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* build: add fallback variant
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(huggingface-langchain): fail if no token is set
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(huggingface-langchain): rename
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: do not autoload local-store
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: give priority between the listed backends
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: mudler <mudler@localai.io>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
fix: more places where we are installing grpc that need a version specified
fix: attempt to fix metal tests
fix: metal/brew is forcing an update, they don't have 1.58 available anymore
Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
* start breaking up the giant channel refactor now that it's better understood - easier to merge bites
Signed-off-by: Dave Lee <dave@gray101.com>
* add concurrency and base64 back in, along with new base64 tests.
Signed-off-by: Dave Lee <dave@gray101.com>
* Automatic rename of whisper.go's Result to TranscriptResult
Signed-off-by: Dave Lee <dave@gray101.com>
* remove pkg/concurrency - significant changes coming in split 2
Signed-off-by: Dave Lee <dave@gray101.com>
* fix comments
Signed-off-by: Dave Lee <dave@gray101.com>
* add list_model service as another low-risk service to get it out of the way
Signed-off-by: Dave Lee <dave@gray101.com>
* split backend config loader into seperate file from the actual config struct. No changes yet, just reduce cognative load with smaller files of logical blocks
Signed-off-by: Dave Lee <dave@gray101.com>
* rename state.go ==> application.go
Signed-off-by: Dave Lee <dave@gray101.com>
* fix lost import?
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
* feat(gallery): op now supports deletion of models
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Wire things with WebUI(WIP)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* minor improvements
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Bump oneapi-basekit, optimum and openvino
* Changed PERFORMANCE HINT to CUMULATIVE_THROUGHPUT
Minor latency change for first token but about 10-15% speedup on token generation.
runCommand ==> ffmpegCommand. No functional changes, but makes it clear to the security scanner and future developers that this function cannot run arbitrary commands
Signed-off-by: Dave Lee <dave@gray101.com>
* fix regression #1971
fixes regression #1971 introduced by intel_extension_for_transformers==1.4
* UseTokenizerTemplate and StopPrompt
Implementation of use_tokenizer_template and stopwords options
* feat(parler-tts): Add new backend
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(parler-tts): try downgrade protobuf
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(parler-tts): add parler conda env
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Revert "feat(parler-tts): try downgrade protobuf"
This reverts commit bd5941d5cfc00676b45a99f71debf3c34249cf3c.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* deps: add grpc
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: try to gen proto with same environment
* workaround
* Revert "fix: try to gen proto with same environment"
This reverts commit 998c745e2f.
* Workaround fixup
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Dave <dave@gray101.com>
* ci: try to build on macos14
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: fixup artifact name
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Enhance autogptq backend to support VL models
* update dependencies for autogptq
* remove redundant auto-gptq dependency
* Convert base64 to image_url for Qwen-VL model
* implemented model inference for qwen-vl
* remove user prompt from generated answer
* fixed write image error
* fixed use_triton issue when loading Qwen-VL model
---------
Co-authored-by: Binghua Wu <bingwu@estee.com>
* fix(seed): generate random seed per-request if -1 is set
Also update ci with new workflows and allow the aio tests to run with an
api key
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs(openvino): Add OpenVINO example
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(grammar): Fix JSON mode and custom grammar
* tests(aio): add jsonmode test
* tests(aio): add functioncall test
* fix(aio): use hermes-2-pro-mistral as llm for CPU profile
* add phi-2-orange
* feat(build): adjust number of parallel make jobs
* fix: update make on MacOS from brew to support --output-sync argument
* fix: cache grpc with version as part of key to improve validity of cache hits
* fix: use gmake for tests-apple to use the updated GNU make version
* fix: actually use the new make version for tests-apple
* feat: parallelize tests-extra
* feat: attempt to cache grpc build for docker images
* fix: don't quote GRPC version
* fix: don't cache go modules, we have limited cache space, better used elsewhere
* fix: release with the same version of go that we test with
* fix: don't fail on exporting cache layers
* fix: remove deprecated BUILD_GRPC docker arg from Makefile
* feat: group make output by target when running parallelized builds in CI
* fix: quote GO_TAGS in makefile to fix handling of whitespace in value
* fix: set CPATH to find opencv2 in it's commonly installed location
* fix: add missing go mod dropreplace for go-llama.cpp
* chore: remove opencv symlink from github workflows
* Streaming working
* Small fix for regression on CUDA and XPU
* use pip version of optimum[openvino]
* Update backend/python/transformers/transformers_server.py
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* Token streaming support
fix optimum[openvino] package in install.sh
* Token Streaming support
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* fixes#1775 and #1774
Add BitsAndBytes Quantization and fixes embedding on CUDA devices
* Manage 4bit and 8 bit quantization
Manage different BitsAndBytes options with the quantization: parameter in yaml
* fix compilation errors on non CUDA environment
* OpenVINO draft
First draft of OpenVINO integration in transformer backend
* first working implementation
* Streaming working
* Small fix for regression on CUDA and XPU
* use pip version of optimum[openvino]
* Update backend/python/transformers/transformers_server.py
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* Initial implementation of assistants api
* Move load/save configs to utils
* Save assistant and assistantfiles config to disk.
* Add tsets for assistant api
* Fix models path spelling mistake.
* Remove personal go.mod information
---------
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* Enhance autogptq backend to support VL models
* update dependencies for autogptq
* remove redundant auto-gptq dependency
* Convert base64 to image_url for Qwen-VL model
* implemented model inference for qwen-vl
* remove user prompt from generated answer
* fixed write image error
---------
Co-authored-by: Binghua Wu <bingwu@estee.com>
* readme: update quickstart
* aio(gpu): fix dreamshaper
* tests(aio): allow to run tests also against an endpoint
* docs: split content
* tests: less verbosity
---------
Co-authored-by: Dave <dave@gray101.com>
This change makes the assumption that "Microsoft Corporation Device 008e"
is an NVIDIA CUDA device. If this is not the case, please update the
hardware detection script here.
Signed-off-by: Enrico Ros <enrico.ros@gmail.com>
Co-authored-by: Dave <dave@gray101.com>
* docs(aio): Add AIO images docs
* add image generation link to quickstart
* while reviewing I noticed this one link was missing, so quickly adding it.
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* docs(mac): Improve documentation for mac build
- added documentation to build from current master
- added troubleshooting information
Signed-off-by: Sebastian <tauven@gmail.com>
* docs(max): fix typo
Signed-off-by: Sebastian <tauven@gmail.com>
---------
Signed-off-by: Sebastian <tauven@gmail.com>
* test with gguf instead of ggml. Updates testPrompt to match? Adds debugging line to Dockerfile that I've found helpful recently.
* fix testPrompt slightly
* Sad Experiment: Test GH runner without metal?
* break apart CGO_LDFLAGS
* switch runner
* upstream llama.cpp disables Metal on Github CI!
* missed a dir from clean-tests
* CGO_LDFLAGS
* tmate failure + NO_ACCELERATE
* whisper.cpp has a metal fix
* do the exact opposite of the name of this branch, but keep it around for unrelated fixes?
* add back newlines
* add tmate to linux for testing
* update fixtures
* timeout for tmate
* fix: clean up Makefile dependencies to allow for parallel builds
* refactor: remove old unused backend from Makefile
* fix: finish removing legacy backend, update piper
* fix: I broke llama... I fixed llama
* feat: give the tests and builds a few threads
* fix: ensure libraries are replaced before build, add dropreplace target
* Fix image build workflows
Certain engines requires to know during model loading
if the embedding feature has to be enabled, however, it is impractical
to have to set it to ALL the backends that supports embeddings.
There are transformers and sentencentransformers that seamelessly handle
both cases, without having this settings to be explicitly enabled.
The case sussist only for ggml-based models that needs to enable
featuresets during model loading (and thus settings `embedding` is
required), however most of the other engines does not require this.
This change disables the check done at code side, making easier to use
embeddings by not having to specify explicitly `embeddings: true`.
Part of: https://github.com/mudler/LocalAI/issues/1373
* feat(elevenlabs): map elevenlabs API support to TTS
This allows elevenlabs Clients to work automatically with LocalAI by
supporting the elevenlabs API.
The elevenlabs server endpoint is implemented such as it is wired to the
TTS endpoints.
Fixes: https://github.com/mudler/LocalAI/issues/1809
* feat(openai/tts): compat layer with openai tts
Fixes: #1276
* fix: adapt tts CLI
* fixes#1775 and #1774
Add BitsAndBytes Quantization and fixes embedding on CUDA devices
* Manage 4bit and 8 bit quantization
Manage different BitsAndBytes options with the quantization: parameter in yaml
* fix compilation errors on non CUDA environment
* fix(defaults): set better defaults for inferencing
This changeset aim to have better defaults and to properly detect when
no inference settings are provided with the model.
If not specified, we defaults to mirostat sampling, and offload all the
GPU layers (if a GPU is detected).
Related to https://github.com/mudler/LocalAI/issues/1373 and https://github.com/mudler/LocalAI/issues/1723
* Adapt tests
* Also pre-initialize default seed
The default sampler on some models don't return enough candidates which
leads to a false sense of randomness. Tracing back the code it looks
that with the temperature sampler there might not be enough
candidates to pick from, and since the seed and "randomness" take effect
while picking a good candidate this yields to the same results over and
over.
Fixes https://github.com/mudler/LocalAI/issues/1723 by updating the
examples and documentation to use mirostat instead.
* feat(intel): add diffusers support
* try to consume upstream container image
* Debug
* Manually install deps
* Map transformers/hf cache dir to modelpath if not specified
* fix(compel): update initialization, pass by all gRPC options
* fix: add dependencies, implement transformers for xpu
* base it from the oneapi image
* Add pillow
* set threads if specified when launching the API
* Skip conda install if intel
* defaults to non-intel
* ci: add to pipelines
* prepare compel only if enabled
* Skip conda install if intel
* fix cleanup
* Disable compel by default
* Install torch 2.1.0 with Intel
* Skip conda on some setups
* Detect python
* Quiet output
* Do not override system python with conda
* Prefer python3
* Fixups
* exllama2: do not install without conda (overrides pytorch version)
* exllama/exllama2: do not install if not using cuda
* Add missing dataset dependency
* Small fixups, symlink to python, add requirements
* Add neural_speed to the deps
* correctly handle model offloading
* fix: device_map == xpu
* go back at calling python, fixed at dockerfile level
* Exllama2 restricted to only nvidia gpus
* Tokenizer to xpu
* core 1
* api/openai/files fix
* core 2 - core/config
* move over core api.go and tests to the start of core/http
* move over localai specific endpoints to core/http, begin the service/endpoint split there
* refactor big chunk on the plane
* refactor chunk 2 on plane, next step: port and modify changes to request.go
* easy fixes for request.go, major changes not done yet
* lintfix
* json tag lintfix?
* gitignore and .keep files
* strange fix attempt: rename the config dir?
* fix: use vllm AsyncLLMEngine to bring true stream
Current vLLM implementation uses the LLMEngine, which was designed for offline batch inference, which results in the streaming mode outputing all blobs at once at the end of the inference.
This PR reworks the gRPC server to use asyncio and gRPC.aio, in combination with vLLM's AsyncLLMEngine to bring true stream mode.
This PR also passes more parameters to vLLM during inference (presence_penalty, frequency_penalty, stop, ignore_eos, seed, ...).
* Remove unused import
This PR specifically introduces a `core` folder and moves the following packages over, without any other changes:
- `api/backend`
- `api/config`
- `api/options`
- `api/schema`
Once this is merged and we confirm there's no regressions, I can migrate over the remaining changes piece by piece to split up application startup, backend services, http, and mqtt as was the goal of the earlier PRs!
* Initial implementation of upload files api.
* Move sanitize method to utils.
* Save uploaded data to uploads folder.
* Avoid loop if we do not have a purpose.
* Minor cleanup of api and fix bug where deleting duplicate filename cause error.
* Revert defer of saving config
* Moved creation of directory to startup.
* Make file names unique when storing on disk.
* Add test for files api.
* Update dependencies.
* feat(tools): support Tools in the API
Co-authored-by: =?UTF-8?q?Stephan=20A=C3=9Fmus?= <stephan.assmus@sap.com>
* feat(tools): support function streaming
* Adhere to new return types when using tools instead of functions
* Keep backward compatibility with function calling
* Evaluate function names in chat templates
* Disable recovery with --debug
* Correctly stream out the entire result
* Detect when llm chooses to reply and to not perform any action in SSE
* Feedback from code review
---------
Co-authored-by: =?UTF-8?q?Stephan=20A=C3=9Fmus?= <stephan.assmus@sap.com>
* Dockerfile changes to build for ROCm
* Adjust linker flags for ROCm
* Update conda env for diffusers and transformers to use ROCm pytorch
* Update transformers conda env for ROCm
* ci: build hipblas images
* fixup rebase
* use self-hosted
Signed-off-by: mudler <mudler@localai.io>
* specify LD_LIBRARY_PATH only when BUILD_TYPE=hipblas
---------
Signed-off-by: mudler <mudler@localai.io>
Co-authored-by: mudler <mudler@localai.io>
Infinite context loop might as well trigger an infinite loop of context
shifting if the model hallucinates and does not stop answering.
This has the unpleasant effect that the predicion never terminates,
which is the case especially on small models which tends to hallucinate.
Workarounds https://github.com/mudler/LocalAI/issues/1333 by removing
context-shifting.
See also upstream issue: https://github.com/ggerganov/llama.cpp/issues/3969
* feat(refactor): refactor config and input reading
* feat(tts): read config file for TTS
* examples(kubernetes): Add simple deployment example
* examples(kubernetes): Add simple deployment for intel arc
* docs(sycl): add sycl example
* feat(tts): do not always pick a first model
* fixups to run vall-e-x on container
* Correctly resolve backend
* cleanup backends
* switch image to ubuntu 22.04
* adapt commands for ubuntu
* transformers cleanup
* no contrib on ubuntu
* Change test model to gguf
* ci: disable bark tests (too cpu-intensive)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* cleanup
* refinements
* use intel base image
* Makefile: Add docker targets
* Change test model
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(transformers): support also text generation
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* embedded: set seed -1
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* move downloader out
* separate startup functions for preloading configuration files
* docs: add popular model examples
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* shorteners
* Add llava
* Add mistral-openorca
* Better link to build section
* docs: update
* fixup
* Drop code dups
* Minor fixups
* Apply suggestions from code review
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* ci: try to cache gRPC build during tests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: do not build all images for tests, just necessary
* ci: cache gRPC also in release pipeline
* fixes
* Update model_preload_test.go
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Certain backends as vall-e-x are not meant to be used as a library, so
we want to start the process in the same folder where the backend and
all the assets are fixes#1394
* feat: allow to pass by models via args
* expose it also as an env/arg
* docs: enhancements to build/requirements
* do not display status always
* print download status
* not all mesages are debug
Previously if applying models from the gallery API, we didn't actually
allowed remote URLs as models as nothing was actually downloading the
models referenced in the configuration file. Now we call Preload after
we have all the models loaded in memory.
* ci(apple): install grpc from brew
* ci(apple): use brew deps also on release
* ci(linux): install grpc from package manager
* ci: set concurrency
* Revert "ci(linux): install grpc from package manager"
This reverts commit 004e3e308e.
* feat(conda): share env between diffusers and bark
* Detect if env already exists
* share diffusers and petals
* tests: add petals
* Use smaller model for tests with petals
* test only model load on petals
* tests(petals): run only load model tests
* Revert "test only model load on petals"
This reverts commit 111cfa97f1.
* move transformers and sentencetransformers to common env
* Share also transformers-musicgen
* feat: Allow inline templates
* feat: Allow to specify url in model config files
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* feat: support 'huggingface://' format
* style: reuse-code from gallery
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* feat(img2vid): Initial support for img2vid
* doc(SD): fix SDXL Example
* Minor fixups for img2vid
* docs(img2img): fix example curl call
* feat(txt2vid): initial support
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* diffusers: be retro-compatible with CUDA settings
* docs(img2vid, txt2vid): examples
* Add notice on docs
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* Use cuda in transformers if available
tensorflow probably needs a different check.
Signed-off-by: Erich Schubert <kno10@users.noreply.github.com>
* feat: expose CUDA at top level
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* tests: add to tests and create workflow for py extra backends
* doc: update note on how to use core images
---------
Signed-off-by: Erich Schubert <kno10@users.noreply.github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Erich Schubert <kno10@users.noreply.github.com>
* Update docs for new requirements.txt path
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* Fix typo (.PONY -> .PHONY) in python backend makefiles
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
---------
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* Update path to sentencetransformers backend for local execution
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* Rename huggingface-embeddings -> sentencetransformers in embeddings.md for consistency with the backend structure
The Dockerfile still knows the "huggingface-embeddings"
backend (I assume for compatibility reasons) but uses the
sentencetransformers backend under the hood anyway.
I figured it would be good to update the docs to use the new naming to
make it less confusing moving forward. As the docker container knows
both the "huggingface-embeddings" and the "sentencetransformers"
backend, this should not break anything.
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
---------
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* Fix python header comments for some extra gRPC backends
When a Python script is to be executed directly via exec(3), either the platform knows how to execute
the file itself (i.e. special configuration is necessary) or the first line
contains a shebang (#!) specifying the interpreter to run it (similar to
shell scripts).
The shebang MUST be on the first line for the script to work on all platforms,
so any header comments need to be in the lines following it. Otherwise
executing these scripts as extra backends will yield an "exec format
error" message.
Changes:
* Move introductory comments below the shebang line
* Change header comment in transformers.py to refer to the correct
python module
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* Make header comment in ttsbark.py more specific
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
---------
Signed-off-by: Marcus Köhler <khler.marcus@gmail.com>
* ci(core): add -core images without python deps
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci(core): use public runners
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update huggingface.py
Switch SentenceTransformer for AutoModel in order to set trust_remote_code needed to use the encode method with embeddings models like jinai-v2
Signed-off-by: Lucas Hänke de Cansino <lhc@next-boss.eu>
* feat(transformers): split in separate backend
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Lucas Hänke de Cansino <lhc@next-boss.eu>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Lucas Hänke de Cansino <lhc@next-boss.eu>
* refactor: rename llama-stable to llama-ggml
* Makefile: get sources in sources/
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixup path
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixup sources
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixups sd
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* update SD
* fixup
* fixup: create piper libdir also when not built
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix make target on linux test
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat: allow to run parallel requests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixup
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor: move backends into the backends directory
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor: move main close to implementation for every backend
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(llama.cpp): support lora with scale
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(llama.cpp): support yarn
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* wip
* wip
* Make it functional
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* wip
* Small fixups
* do not inject space on role encoding, encode img at beginning of messages
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add examples/config defaults
* Add include dir of current source dir
* cleanup
* fixes
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixups
* Revert "fixups"
This reverts commit f1a4731cca.
* fixes
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(autogptq): add a separate conda environment for autogptq (#1137)
**Description**
This PR related to #1117
**Notes for Reviewers**
Here we lock down the version of the dependencies. Make sure it can be
used all the time without failed if the version of dependencies were
upgraded.
I change the order of importing packages according to the pylint, and no
change the logic of code. It should be ok.
I will do more investigate on writing some test cases for every backend.
I can run the service in my environment, but there is not exist a way to
test it. So, I am not confident on it.
Add a README.md in the `grpc` root. This is the common commands for
creating `conda` environment. And it can be used to the reference file
for creating extral gRPC backend document.
Signed-off-by: GitHub <noreply@github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* [Extra backend] Add seperate environment for ttsbark (#1141)
**Description**
This PR relates to #1117
**Notes for Reviewers**
Same to the latest PR:
* The code is also changed, but only the order of the import package
parts. And some code comments are also added.
* Add a configuration of the `conda` environment
* Add a simple test case for testing if the service can be startup in
current `conda` environment. It is succeed in VSCode, but the it is not
out of box on terminal. So, it is hard to say the test case really
useful.
**[Signed
commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda): add make target and entrypoints for the dockerfile
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda): Add seperate conda env for diffusers (#1145)
**Description**
This PR relates to #1117
**Notes for Reviewers**
* Add `conda` env `diffusers.yml`
* Add Makefile to create it automatically
* Add `run.sh` to support running as a extra backend
* Also adding it to the main Dockerfile
* Add make command in the root Makefile
* Testing the server, it can start up under the env
Signed-off-by: GitHub <noreply@github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda):Add seperate env for vllm (#1148)
**Description**
This PR is related to #1117
**Notes for Reviewers**
* The gRPC server can be started as normal
* The test case can be triggered in VSCode
* Same to other this kind of PRs, add `vllm.yml` Makefile and add
`run.sh` to the main Dockerfile, and command to the main Makefile
**[Signed
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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda):Add seperate env for huggingface (#1146)
**Description**
This PR is related to #1117
**Notes for Reviewers**
* Add conda env `huggingface.yml`
* Change the import order, and also remove the no-used packages
* Add `run.sh` and `make command` to the main Dockerfile and Makefile
* Add test cases for it. It can be triggered and succeed under VSCode
Python extension but it is hang by using `python -m unites
test_huggingface.py` in the terminal
```
Running tests (unittest): /workspaces/LocalAI/extra/grpc/huggingface
Running tests: /workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_embedding
/workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_load_model
/workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_server_startup
./test_huggingface.py::TestBackendServicer::test_embedding Passed
./test_huggingface.py::TestBackendServicer::test_load_model Passed
./test_huggingface.py::TestBackendServicer::test_server_startup Passed
Total number of tests expected to run: 3
Total number of tests run: 3
Total number of tests passed: 3
Total number of tests failed: 0
Total number of tests failed with errors: 0
Total number of tests skipped: 0
Finished running tests!
```
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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda): Add the seperate conda env for VALL-E X (#1147)
**Description**
This PR is related to #1117
**Notes for Reviewers**
* The gRPC server cannot start up
```
(ttsvalle) @Aisuko ➜ /workspaces/LocalAI (feat/vall-e-x) $ /opt/conda/envs/ttsvalle/bin/python /workspaces/LocalAI/extra/grpc/vall-e-x/ttsvalle.py
Traceback (most recent call last):
File "/workspaces/LocalAI/extra/grpc/vall-e-x/ttsvalle.py", line 14, in <module>
from utils.generation import SAMPLE_RATE, generate_audio, preload_models
ModuleNotFoundError: No module named 'utils'
```
The installation steps follow
https://github.com/Plachtaa/VALL-E-X#-installation below:
* Under the `ttsvalle` conda env
```
git clone https://github.com/Plachtaa/VALL-E-X.git
cd VALL-E-X
pip install -r requirements.txt
```
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Signed-off-by: GitHub <noreply@github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: set image type
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(conda):Add seperate conda env for exllama (#1149)
Add seperate env for exllama
Signed-off-by: Aisuko <urakiny@gmail.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Setup conda
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Set image_type arg
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: prepare only conda env in tests
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Dockerfile: comment manual pip calls
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* conda: add conda to PATH
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fixes
* add shebang
* Fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* file perms
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* debug
* Install new conda in the worker
* Disable GPU tests for now until the worker is back
* Rename workflows
* debug
* Fixup conda install
* fixup(wrapper): pass args
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: GitHub <noreply@github.com>
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Aisuko <urakiny@gmail.com>
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: Aisuko <urakiny@gmail.com>
This change facilitates users working behind corporate firewalls or proxies. By allowing the integration of custom CA certificates, users can handle SSL connections that are intercepted by company infrastructure.
* ci: run only cublas on selfhosted
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* debug
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* update git
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* change testing embeddings model link
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fix backend/cpp/llama CMakeList.txt on OSX - detect OSX and use homebrew libraries
* sneak a logging fix in too for gallery debugging
* additional logging
* wip: llama.cpp c++ gRPC server
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make it work, attach it to the build process
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* update deps
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: add protobuf dep
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* try fix protobuf on cmake
* cmake: workarounds
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* add packages
* cmake: use fixed version of grpc
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* cmake(grpc): install locally
* install grpc
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* install required deps for grpc on debian bullseye
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* debug
* debug
* Fixups
* no need to install cmake manually
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* ci: fixup macOS
* use brew whenever possible
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* macOS fixups
* debug
* fix container build
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* workaround
* try mac
https://stackoverflow.com/questions/23905661/on-mac-g-clang-fails-to-search-usr-local-include-and-usr-local-lib-by-def
* Disable temp. arm64 docker image builds
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
[](https://renovatebot.com)
This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/nomic-ai/gpt4all/gpt4all-bindings/golang](https://togithub.com/nomic-ai/gpt4all)
| require | digest | `10f9b49` -> `22de3c5` |
---
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This PR contains the following updates:
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Adding subcommands to do certain actions directly from the command line.
I'm starting with the models subcommand allowing you to list models from
your galleries and install them.
This PR partially fixes#816
My intention is to keep adding other subcommands, but I think this is a
good start, and I think this already provides value.
Also, I added a new dependency to generate the progress bar in the
command line, it is not "needed" but I think is a nice to have to have a
cooler interface.
Here is a screenshot:

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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/go-skynet/go-llama.cpp](https://togithub.com/go-skynet/go-llama.cpp)
| require | digest | `1676dcd` -> `aeba71e` |
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Automerge - At any time (no schedule defined).
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
| [google.golang.org/grpc](https://togithub.com/grpc/grpc-go) | require
| patch | `v1.58.2` -> `v1.58.3` |
---
### Release Notes
<details>
<summary>grpc/grpc-go (google.golang.org/grpc)</summary>
### [`v1.58.3`](https://togithub.com/grpc/grpc-go/releases/tag/v1.58.3)
[Compare
Source](https://togithub.com/grpc/grpc-go/compare/v1.58.2...v1.58.3)
### Security
- server: prohibit more than MaxConcurrentStreams handlers from running
at once (CVE-2023-44487)
In addition to this change, applications should ensure they do not leave
running tasks behind related to the RPC before returning from method
handlers, or should enforce appropriate limits on any such work.
</details>
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This PR bundles together two unrelated features:
1. Model Gallery improvements - specifically, the ability to follow
".ref" gallery links (which I made up for this specific application) to
an actual gallery yaml file (in order to have stable URLs) and the
ability to load self-contained configurations, rather than always using
a base.yaml + overrides. This is groundwork for my python-based
huggingface scraper.
2. A while ago I introduced some Insomnia request templates for people
to use. Unfortunately, Insomnia has decided to tank their product... So
I've personally switched to using
[bruno](https://github.com/usebruno/bruno/). Corresponding equivalent
files that I use for my testing have been added. Just open the folder
from bruno and everything will work. No import process required.
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
| [github.com/onsi/ginkgo/v2](https://togithub.com/onsi/ginkgo) |
require | minor | `v2.12.1` -> `v2.13.0` |
---
### Release Notes
<details>
<summary>onsi/ginkgo (github.com/onsi/ginkgo/v2)</summary>
### [`v2.13.0`](https://togithub.com/onsi/ginkgo/releases/tag/v2.13.0)
[Compare
Source](https://togithub.com/onsi/ginkgo/compare/v2.12.1...v2.13.0)
#### 2.13.0
##### Features
Add PreviewSpect() to enable programmatic preview access to the suite
report (fixes
[#​1225](https://togithub.com/onsi/ginkgo/issues/1225))
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**Description**
This PR fixes lack of HIPBLAS support in LocalAI.
**Notes for Reviewers**
This PR builds on https://github.com/go-skynet/go-llama.cpp/pull/235 to
enable ROCm/HIPBLAS support for gguf models running under llama.cpp
backend (not the stable ggml one). It can be enabled by using
BUILD_TYPE=hipblas. This was tested on a gfx1100 card, but should work
for gfx900,gfx1030 and other cards. Card support can be set with
AMDGPU_TARGETS environment variable.
**[Signed
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**Description**
This PR is related to #105
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This particularly useful to set AWQ
**Description**
Follow up of #1015
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**Description**
This PR fixes #na
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n/a
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
| [google.golang.org/grpc](https://togithub.com/grpc/grpc-go) | require
| patch | `v1.58.1` -> `v1.58.2` |
---
### Release Notes
<details>
<summary>grpc/grpc-go (google.golang.org/grpc)</summary>
### [`v1.58.2`](https://togithub.com/grpc/grpc-go/releases/tag/v1.58.2):
Release 1.58.2
[Compare
Source](https://togithub.com/grpc/grpc-go/compare/v1.58.1...v1.58.2)
### Bug Fixes
- balancer/weighted_round_robin: fix ticker leak on update
A new ticker is created every time there is an update of addresses or
configuration, but was not properly stopped. This change stops the
ticker when it is no longer needed.
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|---|---|---|---|
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|---|---|---|---|
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[github.com/go-skynet/go-llama.cpp](https://togithub.com/go-skynet/go-llama.cpp)
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This PR cleans up the `chatbot-ui`/`-manual` examples:
- Fixes `Dockerfile` vs `docker-compose` confusion
- Makes it clear where to view the web UI in `## Run` sections
---------
Signed-off-by: James Braza <jamesbraza@gmail.com>
[](https://renovatebot.com)
This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
| [google.golang.org/grpc](https://togithub.com/grpc/grpc-go) | require
| minor | `v1.57.0` -> `v1.58.1` |
---
### Release Notes
<details>
<summary>grpc/grpc-go (google.golang.org/grpc)</summary>
### [`v1.58.1`](https://togithub.com/grpc/grpc-go/releases/tag/v1.58.1):
Release 1.58.1
[Compare
Source](https://togithub.com/grpc/grpc-go/compare/v1.58.0...v1.58.1)
### Bug Fixes
- grpc: fix a bug that was decrementing active RPC count too early for
streaming RPCs; leading to channel moving to IDLE even though it had
open streams
- grpc: fix a bug where transports were not being closed upon channel
entering IDLE
### [`v1.58.0`](https://togithub.com/grpc/grpc-go/releases/tag/v1.58.0):
Release 1.58.0
[Compare
Source](https://togithub.com/grpc/grpc-go/compare/v1.57.0...v1.58.0)
### API Changes
See [#​6472](https://togithub.com/grpc/grpc-go/issues/6472) for
details about these changes.
- balancer: add `StateListener` to `NewSubConnOptions` for `SubConn`
state updates and deprecate `Balancer.UpdateSubConnState`
([#​6481](https://togithub.com/grpc/grpc-go/issues/6481))
- `UpdateSubConnState` will be deleted in the future.
- balancer: add `SubConn.Shutdown` and deprecate
`Balancer.RemoveSubConn`
([#​6493](https://togithub.com/grpc/grpc-go/issues/6493))
- `RemoveSubConn` will be deleted in the future.
- resolver: remove deprecated `AddressType`
([#​6451](https://togithub.com/grpc/grpc-go/issues/6451))
- This was previously used as a signal to enable the "grpclb" load
balancing policy, and to pass LB addresses to the policy. Instead,
`balancer/grpclb/state.Set()` should be used to add these addresses to
the name resolver's output. The built-in "dns" name resolver already
does this.
- resolver: add new field `Endpoints` to `State` and deprecate
`Addresses`
([#​6471](https://togithub.com/grpc/grpc-go/issues/6471))
- `Addresses` will be deleted in the future.
### New Features
- balancer/leastrequest: Add experimental support for least request LB
policy and least request configured as a custom xDS policy
([#​6510](https://togithub.com/grpc/grpc-go/issues/6510),
[#​6517](https://togithub.com/grpc/grpc-go/issues/6517))
- Set `GRPC_EXPERIMENTAL_ENABLE_LEAST_REQUEST=true` to enable
- stats: Add an RPC event for blocking caused by the LB policy's picker
([#​6422](https://togithub.com/grpc/grpc-go/issues/6422))
### Bug Fixes
- clusterresolver: fix deadlock when dns resolver responds inline with
update or error at build time
([#​6563](https://togithub.com/grpc/grpc-go/issues/6563))
- grpc: fix a bug where the channel could erroneously report
`TRANSIENT_FAILURE` when actually moving to `IDLE`
([#​6497](https://togithub.com/grpc/grpc-go/issues/6497))
- balancergroup: do not cache closed sub-balancers by default; affects
`rls`, `weightedtarget` and `clustermanager` LB policies
([#​6523](https://togithub.com/grpc/grpc-go/issues/6523))
- client: fix a bug that prevented detection of RPC status in
trailers-only RPC responses when using `ClientStream.Header()`, and
prevented retry of the RPC
([#​6557](https://togithub.com/grpc/grpc-go/issues/6557))
### Performance Improvements
- client & server: Add experimental `[With]SharedWriteBuffer` to improve
performance by reducing allocations when sending RPC messages. (Disabled
by default.)
([#​6309](https://togithub.com/grpc/grpc-go/issues/6309))
- Special Thanks:
[@​s-matyukevich](https://togithub.com/s-matyukevich)
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**Description**
This PR fixes#1038
Added Streamlit example and also updated readme for examples.
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**Description**
This PR fixes#1013.
It adds `draft_model` and `n_draft` to the model YAML config in order to
load models with speculative sampling. This should be compatible as well
with grammars.
example:
```yaml
backend: llama
context_size: 1024
name: my-model-name
parameters:
model: foo-bar
n_draft: 16
draft_model: model-name
```
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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|---|---|---|---|
| [docker/login-action](https://togithub.com/docker/login-action) |
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|---|---|---|---|
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|---|---|---|---|
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**Description**
This PR fixes #
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---------
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|---|---|---|---|
|
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**Description**
This PR fixes #
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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
**Description**
This PR fixes#985
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**Description**
Simple fix, percentage value is expected to be float in range 0..1
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**Description**
Enable setting the seed for the stable diffusion pipeline. This is done
through an additional `seed` parameter in the request, such as:
```bash
curl http://localhost:8080/v1/images/generations \
-H "Content-Type: application/json" \
-d '{"model": "stablediffusion", "prompt": "prompt", "n": 1, "step": 51, "size": "512x512", "seed": 3}'
```
**Notes for Reviewers**
When the `seed` parameter is not sent, `request.seed` defaults to `0`,
making it difficult to detect an actual seed of `0`. Is there a way to
change the default to `-1` for instance ?
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refactor for model gallery endpoints - bundle up resources into a
struct, make galleries mutable with some crud endpoints. This is
groundwork required for making efficient use of the new scraper - while
that PR isn't _quite_ ready yet, the goal is to have more, individually
smaller gallery files. Therefore, rather than requiring a full localai
service restart, these new endpoints have been added to make life
easier.
- Adds endpoints to add, list and remove model galleries at runtime
- Adds these endpoints to the Insomnia config
- Minor fix: loading file urls follows symbolic links now
[](https://renovatebot.com)
This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
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**Description**
This PR fixes #
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/go-skynet/go-llama.cpp](https://togithub.com/go-skynet/go-llama.cpp)
| require | digest | `9072315` -> `bf3f946` |
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**Description**
This PR bumps llama.cpp (adding support to gguf v2) and changes the
default test model
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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This PR contains the following updates:
| Package | Type | Update | Change |
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|---|---|---|---|
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**Description**
we were otherwise expecting absolute paths. this make it relative to the
model file (as someone would expect)
**Notes for Reviewers**
**[Signed
commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
- [ ] Yes, I signed my commits.
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**Description**
This PR fixes#914
Now diffusers respects the `lora_adapter` configuration parameter.
---------
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
[](https://renovatebot.com)
This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
| [github.com/otiai10/openaigo](https://togithub.com/otiai10/openaigo) |
require | minor | `v1.5.2` -> `v1.6.0` |
---
### Release Notes
<details>
<summary>otiai10/openaigo (github.com/otiai10/openaigo)</summary>
###
[`v1.6.0`](https://togithub.com/otiai10/openaigo/compare/v1.5.2...v1.6.0)
[Compare
Source](https://togithub.com/otiai10/openaigo/compare/v1.5.2...v1.6.0)
</details>
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/go-skynet/go-llama.cpp](https://togithub.com/go-skynet/go-llama.cpp)
| require | digest | `f03869d` -> `bf63302` |
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**Description**
This PR fixes #
**Notes for Reviewers**
**[Signed
commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
- [ ] Yes, I signed my commits.
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Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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This PR contains the following updates:
| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/nomic-ai/gpt4all/gpt4all-bindings/golang](https://togithub.com/nomic-ai/gpt4all)
| require | digest | `36f7fb5` -> `27a8b02` |
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**Description**
This PR syncs up the `llama` backend to use `gguf`
(https://github.com/go-skynet/go-llama.cpp/pull/180). It also adds
`llama-stable` to the targets so we can still load ggml. It adapts the
current tests to use the `llama-backend` for ggml and uses a `gguf`
model to run tests on the new backend.
In order to consume the new version of go-llama.cpp, it also bump go to
1.21 (images, pipelines, etc)
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This is a starting point for developers to easily import a collection of
requests to hit LocalAI. Insomnia was chosen as it's open source, has a
graphical user interface for users desiring that, and has the ability to
easily export requests as cURL commands for our documentation site.
Co-authored-by: Aman Karmani <aman@tmm1.net>
Lays some of the groundwork for LLAMA2 compatibility as well as other future models with complex prompting schemes.
Started small refactoring in pkg/model/loader.go regarding template loading. Currently still a part of ModelLoader, but should be easy to add template loading for situations other than overall prompt templates and the new chat-specific per-message templates
Adds support for new chat-endpoint-specific, per-message templates as an alternative to the existing Role: XYZ sprintf method.
Includes a temporary prompt template as an example, since I have a few questions before we merge in the model-gallery side changes (see )
Minor debug logging changes.
Now since gRPCs are not crashing the main thread we can just greedly
attempt all the backends we have available.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
## Enable/Disable single backend (useful if only one GPU is available)
# LOCALAI_SINGLE_ACTIVE_BACKEND=true
## Specify a build type. Available: cublas, openblas, clblas.
## cuBLAS: This is a GPU-accelerated version of the complete standard BLAS (Basic Linear Algebra Subprograms) library. It's provided by Nvidia and is part of their CUDA toolkit.
## OpenBLAS: This is an open-source implementation of the BLAS library that aims to provide highly optimized code for various platforms. It includes support for multi-threading and can be compiled to use hardware-specific features for additional performance. OpenBLAS can run on many kinds of hardware, including CPUs from Intel, AMD, and ARM.
## clBLAS: This is an open-source implementation of the BLAS library that uses OpenCL, a framework for writing programs that execute across heterogeneous platforms consisting of CPUs, GPUs, and other processors. clBLAS is designed to take advantage of the parallel computing power of GPUs but can also run on any hardware that supports OpenCL. This includes hardware from different vendors like Nvidia, AMD, and Intel.
# BUILD_TYPE=openblas
## Uncomment and set to true to enable rebuilding from source
# REBUILD=true
## Enable go tags, available: stablediffusion, tts
## stablediffusion: image generation with stablediffusion
## tts: enables text-to-speech with go-piper
## (requires REBUILD=true)
#
# GO_TAGS=stablediffusion
## Path where to store generated images
# LOCALAI_IMAGE_PATH=/tmp/generated/images
## Specify a default upload limit in MB (whisper)
# LOCALAI_UPLOAD_LIMIT=15
## List of external GRPC backends (note on the container image this variable is already set to use extra backends available in extra/)
<!-- Thanks for helping us to improve LocalAI! We welcome all bug reports. Please fill out each area of the template so we can better help you. Comments like this will be hidden when you post but you can delete them if you wish. -->
**LocalAI version:**
<!-- Container Image or LocalAI tag/commit -->
**Environment, CPU architecture, OS, and Version:**
<!-- Provide the output from "uname -a", HW specs, if it's a VM -->
**Describe the bug**
<!-- A clear and concise description of what the bug is. -->
**To Reproduce**
<!-- Steps to reproduce the behavior, including the LocalAI command used, if any -->
**Expected behavior**
<!-- A clear and concise description of what you expected to happen. -->
**Logs**
<!-- If applicable, add logs while running LocalAI in debug mode (`--debug` or `DEBUG=true`) to help explain your problem. -->
**Additional context**
<!-- Add any other context about the problem here. -->
<!-- Thanks for helping us to improve LocalAI! We welcome all feature requests. Please fill out each area of the template so we can better help you. Comments like this will be hidden when you post but you can delete them if you wish. -->
**Is your feature request related to a problem? Please describe.**
<!-- A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] -->
**Describe the solution you'd like**
<!-- A clear and concise description of what you want to happen. -->
**Describe alternatives you've considered**
<!-- A clear and concise description of any alternative solutions or features you've considered. -->
**Additional context**
<!-- Add any other context or screenshots about the feature request here. -->
🖼️ Available {{.AvailableModels}} models</i> <a href="https://localai.io/models/" target="_blank" >
<i class="fas fa-circle-info pr-2"></i>
</a></h2>
<h3>
Refer to the Model gallery <a href="https://localai.io/models/" target="_blank" ><i class="fas fa-circle-info pr-2"></i></a> for more information on how to use the models with LocalAI.<br>
You can install models with the CLI command <code>local-ai models install <model-name></code>. or by using the WebUI.
# Workflow files stored in the default location of `.github/workflows`. (You don't need to specify `/.github/workflows` for `directory`. You can use `directory: "/"`.)
directory:"/"
schedule:
# Check for updates to GitHub Actions every weekday
interval:"weekly"
- package-ecosystem:"pip"
# Workflow files stored in the default location of `.github/workflows`. (You don't need to specify `/.github/workflows` for `directory`. You can use `directory: "/"`.)
directory:"/"
schedule:
# Check for updates to GitHub Actions every weekday
interval:"weekly"
- package-ecosystem:"docker"
# Workflow files stored in the default location of `.github/workflows`. (You don't need to specify `/.github/workflows` for `directory`. You can use `directory: "/"`.)
directory:"/"
schedule:
# Check for updates to GitHub Actions every weekday
# Create a JSON payload using jq to handle special characters
json_payload=$(jq -n --arg input "$input" '{
model: "'$MODEL_NAME'",
messages: [
{
role: "system",
content: "You are LocalAI-bot. Write a discord message to notify everyone about the new model from the git diff. Make it informal. An example can include: the URL of the model, the name, and a brief description of the model if exists. Also add an hint on how to install it in LocalAI and that can be browsed over https://models.localai.io. For example: local-ai run model_name_here"
# Create a JSON payload using jq to handle special characters
json_payload=$(jq -n --arg input "$input" '{
model: "'$MODEL_NAME'",
messages: [
{
role: "system",
content: "You are LocalAI-bot. Write a twitter message to notify everyone about the new model from the git diff. Make it informal and really short. An example can include: the name, and a brief description of the model if exists. Also add an hint on how to install it in LocalAI. For example: local-ai run model_name_here"
echo "deb [signed-by=/usr/share/keyrings/oneapi-archive-keyring.gpg] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list
BUILD_TYPE="GITHUB_CI_HAS_BROKEN_METAL" CMAKE_ARGS="-DGGML_F16C=OFF -DGGML_AVX512=OFF -DGGML_AVX2=OFF -DGGML_FMA=OFF" make --jobs 4 --output-sync=target test
Thank you for your interest in contributing to LocalAI! We appreciate your time and effort in helping to improve our project. Before you get started, please take a moment to review these guidelines.
## Table of Contents
- [Getting Started](#getting-started)
- [Prerequisites](#prerequisites)
- [Setting up the Development Environment](#setting-up-the-development-environment)
- [Contributing](#contributing)
- [Submitting an Issue](#submitting-an-issue)
- [Creating a Pull Request (PR)](#creating-a-pull-request-pr)
- [Coding Guidelines](#coding-guidelines)
- [Testing](#testing)
- [Documentation](#documentation)
- [Community and Communication](#community-and-communication)
## Getting Started
### Prerequisites
- Golang [1.21]
- Git
- macOS/Linux
### Setting up the Development Environment and running localAI in the local environment
1. Clone the repository: `git clone https://github.com/go-skynet/LocalAI.git`
2. Navigate to the project directory: `cd LocalAI`
3. Install the required dependencies ( see https://localai.io/basics/build/#build-localai-locally )
4. Build LocalAI: `make build`
5. Run LocalAI: `./local-ai`
## Contributing
We welcome contributions from everyone! To get started, follow these steps:
### Submitting an Issue
If you find a bug, have a feature request, or encounter any issues, please check the [issue tracker](https://github.com/go-skynet/LocalAI/issues) to see if a similar issue has already been reported. If not, feel free to [create a new issue](https://github.com/go-skynet/LocalAI/issues/new) and provide as much detail as possible.
### Creating a Pull Request (PR)
1. Fork the repository.
2. Create a new branch with a descriptive name: `git checkout -b [branch name]`
3. Make your changes and commit them.
4. Push the changes to your fork: `git push origin [branch name]`
5. Create a new pull request from your branch to the main project's `main` or `master` branch.
6. Provide a clear description of your changes in the pull request.
7. Make any requested changes during the review process.
8. Once your PR is approved, it will be merged into the main project.
## Coding Guidelines
- No specific coding guidelines at the moment. Please make sure the code can be tested. The most popular lint tools like []`golangci-lint`](https://golangci-lint.run) can help you here.
## Testing
`make test` cannot handle all the model now. Please be sure to add a test case for the new features or the part was changed.
### Running AIO tests
All-In-One images has a set of tests that automatically verifies that most of the endpoints works correctly, a flow can be :
```bash
# Build the LocalAI docker image
make DOCKER_IMAGE=local-ai docker
# Build the corresponding AIO image
BASE_IMAGE=local-ai DOCKER_AIO_IMAGE=local-ai-aio:test make docker-aio
# Run the AIO e2e tests
LOCALAI_IMAGE_TAG=testLOCALAI_IMAGE=local-ai-aio make run-e2e-aio
```
## Documentation
We are welcome the contribution of the documents, please open new PR or create a new issue. The documentation is available under `docs/` https://github.com/mudler/LocalAI/tree/master/docs
## Community and Communication
- You can reach out via the Github issue tracker.
- Open a new discussion at [Discussion](https://github.com/go-skynet/LocalAI/discussions)
- Join the Discord channel [Discord](https://discord.gg/uJAeKSAGDy)
RUN ln -s /usr/include/opencv4/opencv2 /usr/include/opencv2
WORKDIR/build
RUN apt-get update && apt-get install -y cmake
RUNtest -n "$TARGETARCH"\
||(echo'warn: missing $TARGETARCH, either set this `ARG` manually, or run using `docker buildkit`')
###################################
###################################
# The requirements-extras target is for any builds with IMAGE_TYPE=extras. It should not be placed in this target unless every IMAGE_TYPE=extras build will use it
FROMrequirements-coreASrequirements-extras
RUN curl -LsSf https://astral.sh/uv/install.sh | sh
ENVPATH="/root/.cargo/bin:${PATH}"
RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
RUN apt-get update &&\
apt-get install -y --no-install-recommends \
espeak-ng \
espeak \
python3-pip \
python-is-python3 \
python3-dev \
python3-venv &&\
apt-get clean &&\
rm -rf /var/lib/apt/lists/* &&\
pip install --upgrade pip
# Install grpcio-tools (the version in 22.04 is too old)
RUN pip install --user grpcio-tools
###################################
###################################
# The requirements-drivers target is for BUILD_TYPE specific items. If you need to install something specific to CUDA, or specific to ROCM, it goes here.
# This target will be built on top of requirements-core or requirements-extras as retermined by the IMAGE_TYPE build-arg
FROMrequirements-${IMAGE_TYPE} AS requirements-drivers
**LocalAI** is a drop-in replacement REST API compatible with OpenAI for local inferencing. It allows to run models locally or on-prem with consumer grade hardware, supporting multiple models families. For a list of the supported model families, see [the model compatibility table below](https://github.com/go-skynet/LocalAI#model-compatibility-table).
LocalAI is a community-driven project, focused on making the AIaccessible to anyone. Any contribution, feedback and PR is welcome! It was initially created by [mudler](https://github.com/mudler/) at the [SpectroCloud OSS Office](https://github.com/spectrocloud).
[](https://github.com/go-skynet/LocalAI/actions/workflows/test.yml)[](https://github.com/go-skynet/LocalAI/actions/workflows/release.yaml)[](https://github.com/go-skynet/LocalAI/actions/workflows/image.yml)[](https://github.com/go-skynet/LocalAI/actions/workflows/bump_deps.yaml)[](https://artifacthub.io/packages/search?repo=localai)
LocalAI uses C++ bindings for optimizing speed. It is based on [llama.cpp](https://github.com/ggerganov/llama.cpp), [gpt4all](https://github.com/nomic-ai/gpt4all), [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp), [ggml](https://github.com/ggerganov/ggml), [whisper.cpp](https://github.com/ggerganov/whisper.cpp) for audio transcriptions, and [bert.cpp](https://github.com/skeskinen/bert.cpp) for embedding.
**LocalAI** is the free, Open Source OpenAI alternative. LocalAI act as a drop-in replacement REST API that’s compatible with OpenAI (Elevenlabs, Anthropic... ) API specifications for local AI inferencing. It allows you to run LLMs, generate images, audio (and not only) locally or on-prem with consumer grade hardware, supporting multiple model families. Does not require GPU. It is created and maintained by [Ettore Di Giacinto](https://github.com/mudler).
See [examples on how to integrate LocalAI](https://github.com/go-skynet/LocalAI/tree/master/examples/).
- 13-05-2023: __v1.11.0__ released! 🔥 Updated `llama.cpp` bindings: This update includes a breaking change in the model files ( https://github.com/ggerganov/llama.cpp/pull/1405 ) - old models should still work with the `gpt4all-llama` backend.
- 12-05-2023: __v1.10.0__ released! 🔥🔥 Updated `gpt4all` bindings. Added support for GPTNeox (experimental), RedPajama (experimental), Starcoder (experimental), Replit (experimental), MosaicML MPT. Also now `embeddings` endpoint supports tokens arrays. See the [langchain-chroma](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain-chroma) example! Note - this update does NOT include https://github.com/ggerganov/llama.cpp/pull/1405 which makes models incompatible.
- 11-05-2023: __v1.9.0__ released! 🔥 Important whisper updates ( https://github.com/go-skynet/LocalAI/pull/233 https://github.com/go-skynet/LocalAI/pull/229 ) and extended gpt4all model families support ( https://github.com/go-skynet/LocalAI/pull/232 ). Redpajama/dolly experimental ( https://github.com/go-skynet/LocalAI/pull/214 )
- 10-05-2023: __v1.8.0__ released! 🔥 Added support for fast and accurate embeddings with `bert.cpp` ( https://github.com/go-skynet/LocalAI/pull/222 )
- 09-05-2023: Added experimental support for transcriptions endpoint ( https://github.com/go-skynet/LocalAI/pull/211 )
- 08-05-2023: Support for embeddings with models using the `llama.cpp` backend ( https://github.com/go-skynet/LocalAI/pull/207 )
- 02-05-2023: Support for `rwkv.cpp` models ( https://github.com/go-skynet/LocalAI/pull/158 ) and for `/edits` endpoint
- 01-05-2023: Support for SSE stream of tokens in `llama.cpp` backends ( https://github.com/go-skynet/LocalAI/pull/152 )
Twitter: [@LocalAI_API](https://twitter.com/LocalAI_API) and [@mudler_it](https://twitter.com/mudler_it)
### Blogs and articles
- [Question Answering on Documents locally with LangChain, LocalAI, Chroma, and GPT4All](https://mudler.pm/posts/localai-question-answering/) by Ettore Di Giacinto
- [Tutorial to use k8sgpt with LocalAI](https://medium.com/@tyler_97636/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) - excellent usecase for localAI, using AI to analyse Kubernetes clusters. by Tyller Gillson
## Contribute and help
To help the project you can:
- Upvote the [Reddit post](https://www.reddit.com/r/selfhosted/comments/12w4p2f/localai_openai_compatible_api_to_run_llm_models/) about LocalAI.
- [Hacker news post](https://news.ycombinator.com/item?id=35726934) - help us out by voting if you like this project.
- If you have technological skills and want to contribute to development, have a look at the open issues. If you are new you can have a look at the [good-first-issue](https://github.com/go-skynet/LocalAI/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) and [help-wanted](https://github.com/go-skynet/LocalAI/issues?q=is%3Aissue+is%3Aopen+label%3A%22help+wanted%22) labels.
- If you don't have technological skills you can still help improving documentation or add examples or share your user-stories with our community, any help and contribution is welcome!
## Model compatibility
It is compatible with the models supported by [llama.cpp](https://github.com/ggerganov/llama.cpp) supports also [GPT4ALL-J](https://github.com/nomic-ai/gpt4all) and [cerebras-GPT with ggml](https://huggingface.co/lxe/Cerebras-GPT-2.7B-Alpaca-SP-ggml).
Tested with:
- Vicuna
- Alpaca
- [GPT4ALL](https://github.com/nomic-ai/gpt4all) (changes required, see below)
- [GPT4ALL-J](https://gpt4all.io/models/ggml-gpt4all-j.bin) (no changes required)
- Koala
- [cerebras-GPT with ggml](https://huggingface.co/lxe/Cerebras-GPT-2.7B-Alpaca-SP-ggml)
- WizardLM
- [RWKV](https://github.com/BlinkDL/RWKV-LM) models with [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp)
### GPT4ALL
Note: You might need to convert older models to the new format, see [here](https://github.com/ggerganov/llama.cpp#using-gpt4all) for instance to run `gpt4all`.
### RWKV
<details>
A full example on how to run a rwkv model is in the [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/rwkv).
Note: rwkv models needs to specify the backend `rwkv` in the YAML config files and have an associated tokenizer along that needs to be provided with it:
```
36464540 -rw-r--r-- 1 mudler mudler 1.2G May 3 10:51 rwkv_small
36464543 -rw-r--r-- 1 mudler mudler 2.4M May 3 10:51 rwkv_small.tokenizer.json
```
</details>
### Others
It should also be compatible with StableLM and GPTNeoX ggml models (untested).
### Hardware requirements
Depending on the model you are attempting to run might need more RAM or CPU resources. Check out also [here](https://github.com/ggerganov/llama.cpp#memorydisk-requirements) for `ggml` based backends. `rwkv` is less expensive on resources.
| llama | Vicuna, Alpaca, LLaMa | yes | no | yes (doesn't seem to be accurate) | yes | https://github.com/ggerganov/llama.cpp | https://github.com/go-skynet/go-llama.cpp |
| gpt4all-llama | Vicuna, Alpaca, LLaMa | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt4all-mpt | MPT | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt4all-j | GPT4ALL-J | yes | no | no | yes | https://github.com/nomic-ai/gpt4all | https://github.com/go-skynet/gpt4all |
| gpt2 | GPT/NeoX, Cerebras | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| dolly | Dolly | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| redpajama | RedPajama | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| stableLM | StableLM GPT/NeoX | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| replit | Replit | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| gptneox | GPT NeoX | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| starcoder | Starcoder | yes | no | no | no | https://github.com/ggerganov/ggml | https://github.com/go-skynet/go-gpt2.cpp |
| bloomz | Bloom | yes | no | no | no | https://github.com/NouamaneTazi/bloomz.cpp | https://github.com/go-skynet/bloomz.cpp |
| rwkv | RWKV | yes | no | no | yes | https://github.com/saharNooby/rwkv.cpp | https://github.com/donomii/go-rwkv.cpp |
| bert-embeddings | bert | no | no | yes | no | https://github.com/skeskinen/bert.cpp | https://github.com/go-skynet/go-bert.cpp |
| whisper | whisper | no | yes | no | no | https://github.com/ggerganov/whisper.cpp | https://github.com/ggerganov/whisper.cpp |
</details>
## Usage
> `LocalAI` comes by default as a container image. You can check out all the available images with corresponding tags [here](https://quay.io/repository/go-skynet/local-ai?tab=tags&tag=latest).
The easiest way to run LocalAI is by using `docker-compose`:
Run the installer script:
```bash
git clone https://github.com/go-skynet/LocalAI
cd LocalAI
# (optional) Checkout a specific LocalAI tag
# git checkout -b build <TAG>
# copy your models to models/
cp your-model.bin models/
# (optional) Edit the .env file to set things like context size and threads
"messages": [{"role": "user", "content": "How are you?"}],
"temperature": 0.9
}'
# {"model":"ggml-gpt4all-j","choices":[{"message":{"role":"assistant","content":"I'm doing well, thanks. How about you?"}}]}
```
</details>
To build locally, run `make build` (see below).
### Other examples
To see other examples on how to integrate with other projects for instance for question answering or for using it with chatbot-ui, see: [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/).
### Advanced configuration
LocalAI can be configured to serve user-defined models with a set of default parameters and templates.
<details>
You can create multiple `yaml` files in the models path or either specify a single YAML configuration file.
Consider the following `models` folder in the `example/chatbot-ui`:
```
base ❯ ls -liah examples/chatbot-ui/models
36487587 drwxr-xr-x 2 mudler mudler 4.0K May 3 12:27 .
36487586 drwxr-xr-x 3 mudler mudler 4.0K May 3 10:42 ..
The API doesn't inject a default prompt for talking to the model. You have to use a prompt similar to what's described in the standford-alpaca docs: https://github.com/tatsu-lab/stanford_alpaca#data-release.
## 💻 Usage
<details>
You can use a default template for every model present in your model path, by creating a corresponding file with the `.tmpl` suffix next to your model. For instance, if the model is called `foo.bin`, you can create a sibling file, `foo.bin.tmpl` which will be used as a default prompt and can be used with alpaca:
Check out the [Getting started](https://localai.io/basics/getting_started/index.html) section in our documentation.
### 🔗 Community and integrations
Build and deploy custom containers:
- https://github.com/sozercan/aikit
WebUIs:
- https://github.com/Jirubizu/localai-admin
- https://github.com/go-skynet/LocalAI-frontend
- QA-Pilot(An interactive chat project that leverages LocalAI LLMs for rapid understanding and navigation of GitHub code repository) https://github.com/reid41/QA-Pilot
See the [prompt-templates](https://github.com/go-skynet/LocalAI/tree/master/prompt-templates) directory in this repository for templates for some of the most popular models.
## ❤️ Sponsors
> Do you find LocalAI useful?
For the edit endpoint, an example template for alpaca-based models can be:
Support the project by becoming [a backer or sponsor](https://github.com/sponsors/mudler). Your logo will show up here with a link to your website.
```yaml
Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
A huge thank you to our generous sponsors who support this project covering CI expenses, and our [Sponsor list](https://github.com/sponsors/mudler):
| config-file | CONFIG_FILE | empty | Path to a LocalAI config file. |
</details>
## Setup
Currently LocalAI comes as a container image and can be used with docker or a container engine of choice. You can check out all the available images with corresponding tags [here](https://quay.io/repository/go-skynet/local-ai?tab=tags&tag=latest).
Check out also the [helm chart repository on GitHub](https://github.com/go-skynet/helm-charts).
</details>
## Supported OpenAI API endpoints
You can check out the [OpenAI API reference](https://platform.openai.com/docs/api-reference/chat/create).
Following the list of endpoints/parameters supported.
Note:
- You can also specify the model as part of the OpenAI token.
- If only one model is available, the API will use it for all the requests.
### Chat completions
<details>
For example, to generate a chat completion, you can send a POST request to the `/v1/chat/completions` endpoint with the instruction as the request body:
"prompt": "A long time ago in a galaxy far, far away",
"temperature": 0.7
}'
```
Available additional parameters: `top_p`, `top_k`, `max_tokens`
</details>
### List models
<details>
You can list all the models available with:
```
curl http://localhost:8080/v1/models
```
</details>
### Embeddings
<details>
The embedding endpoint is experimental and enabled only if the model is configured with `embeddings: true` in its `yaml` file, for example:
```yaml
name: text-embedding-ada-002
parameters:
model: bert
embeddings: true
backend: "bert-embeddings"
```
There is an example available [here](https://github.com/go-skynet/LocalAI/tree/master/examples/query_data/).
Note: embeddings is supported only with `llama.cpp` compatible models and `bert` models. bert is more performant and available independently of the LLM model.
</details>
### Transcriptions endpoint
<details>
Note: requires ffmpeg in the container image, which is currently not shipped due to licensing issues. We will prepare separated images with ffmpeg. (stay tuned!)
Download one of the models from https://huggingface.co/ggerganov/whisper.cpp/tree/main in the `models` folder, and create a YAML file for your model:
```yaml
name: whisper-1
backend: whisper
parameters:
model: whisper-en
```
The transcriptions endpoint then can be tested like so:
{"text":"My fellow Americans, this day has brought terrible news and great sadness to our country.At nine o'clock this morning, Mission Control in Houston lost contact with our Space ShuttleColumbia.A short time later, debris was seen falling from the skies above Texas.The Columbia's lost.There are no survivors.One board was a crew of seven.Colonel Rick Husband, Lieutenant Colonel Michael Anderson, Commander Laurel Clark, Captain DavidBrown, Commander William McCool, Dr. Kultna Shavla, and Elon Ramon, a colonel in the IsraeliAir Force.These men and women assumed great risk in the service to all humanity.In an age when spaceflight has come to seem almost routine, it is easy to overlook thedangers of travel by rocket and the difficulties of navigating the fierce outer atmosphere ofthe Earth.These astronauts knew the dangers, and they faced them willingly, knowing they had a highand noble purpose in life.Because of their courage and daring and idealism, we will miss them all the more.All Americans today are thinking as well of the families of these men and women who havebeen given this sudden shock and grief.You're not alone.Our entire nation agrees with you, and those you loved will always have the respect andgratitude of this country.The cause in which they died will continue.Mankind has led into the darkness beyond our world by the inspiration of discovery andthe longing to understand.Our journey into space will go on.In the skies today, we saw destruction and tragedy.As farther than we can see, there is comfort and hope.In the words of the prophet Isaiah, \"Lift your eyes and look to the heavens who createdall these, he who brings out the starry hosts one by one and calls them each by name.\"Because of his great power and mighty strength, not one of them is missing.The same creator who names the stars also knows the names of the seven souls we mourntoday.The crew of the shuttle Columbia did not return safely to Earth yet we can pray that all aresafely home.May God bless the grieving families and may God continue to bless America.[BLANK_AUDIO]"}
```
</details>
## Frequently asked questions
Here are answers to some of the most common questions.
### How do I get models?
<details>
Most ggml-based models should work, but newer models may require additions to the API. If a model doesn't work, please feel free to open up issues. However, be cautious about downloading models from the internet and directly onto your machine, as there may be security vulnerabilities in lama.cpp or ggml that could be maliciously exploited. Some models can be found on Hugging Face: https://huggingface.co/models?search=ggml, or models from gpt4all should also work: https://github.com/nomic-ai/gpt4all.
</details>
### What's the difference with Serge, or XXX?
<details>
LocalAI is a multi-model solution that doesn't focus on a specific model type (e.g., llama.cpp or alpaca.cpp), and it handles all of these internally for faster inference, easy to set up locally and deploy to Kubernetes.
</details>
### Can I use it with a Discord bot, or XXX?
<details>
Yes! If the client uses OpenAI and supports setting a different base URL to send requests to, you can use the LocalAI endpoint. This allows to use this with every application that was supposed to work with OpenAI, but without changing the application!
</details>
### Can this leverage GPUs?
<details>
Not currently, as ggml doesn't support GPUs yet: https://github.com/ggerganov/llama.cpp/discussions/915.
</details>
### Where is the webUI?
<details>
There is the availability of localai-webui and chatbot-ui in the examples section and can be setup as per the instructions. However as LocalAI is an API you can already plug it into existing projects that provides are UI interfaces to OpenAI's APIs. There are several already on github, and should be compatible with LocalAI already (as it mimics the OpenAI API)
</details>
### Does it work with AutoGPT?
<details>
AutoGPT currently doesn't allow to set a different API URL, but there is a PR open for it, so this should be possible soon!
</details>
## Projects already using LocalAI to run local models
Feel free to open up a PR to get your project listed!
- [ ] Upstream our golang bindings to llama.cpp (https://github.com/ggerganov/llama.cpp/issues/351) and [gpt4all](https://github.com/go-skynet/LocalAI/issues/85)
- [x] Multi-model support
- [x] Have a webUI!
- [x] Allow configuration of defaults for models.
- [x] Support for embeddings
- [x] Support for audio transcription with https://github.com/ggerganov/whisper.cpp
- [ ] GPU/CUDA support ( https://github.com/go-skynet/LocalAI/issues/69 )
- [ ] Enable automatic downloading of models from a curated gallery, with only free-licensed models, directly from the webui.
## Star history
## 🌟 Star history
[](https://star-history.com/#go-skynet/LocalAI&Date)
## License
## 📖 License
LocalAI is a community-driven project. It was initially created by [Ettore Di Giacinto](https://github.com/mudler/) at the [SpectroCloud OSS Office](https://github.com/spectrocloud).
LocalAI is a community-driven project created by [Ettore Di Giacinto](https://github.com/mudler/).
MIT
MIT - Author Ettore Di Giacinto <mudler@localai.io>
At LocalAI, we take the security of our software seriously. We understand the importance of protecting our community from vulnerabilities and are committed to ensuring the safety and security of our users.
## Supported Versions
We provide support and updates for certain versions of our software. The following table outlines which versions are currently supported with security updates:
| Version | Supported |
| ------- | ------------------ |
| > 2.0 | :white_check_mark: |
| < 2.0 | :x: |
Please ensure that you are using a supported version to receive the latest security updates.
## Reporting a Vulnerability
We encourage the responsible disclosure of any security vulnerabilities. If you believe you've found a security issue in our software, we kindly ask you to follow the steps below to report it to us:
1.**Email Us:** Send an email to [security@localai.io](mailto:security@localai.io) with a detailed report. Please do not disclose the vulnerability publicly or to any third parties before it has been addressed by us.
2.**Expect a Response:** We aim to acknowledge receipt of vulnerability reports within 48 hours. Our security team will review your report and work closely with you to understand the impact and ensure a thorough investigation.
3.**Collaboration:** If the vulnerability is accepted, we will work with you and our community to address the issue promptly. We'll keep you informed throughout the resolution process and may request additional information or collaboration.
4.**Disclosure:** Once the vulnerability has been resolved, we encourage a coordinated disclosure. We believe in transparency and will work with you to ensure that our community is informed in a responsible manner.
## Use of Third-Party Platforms
As a Free and Open Source Software (FOSS) organization, we do not offer monetary bounties. However, researchers who wish to report vulnerabilities can also do so via [Huntr](https://huntr.dev/bounties), a platform that recognizes contributions to open source security.
## Contact
For any security-related inquiries beyond vulnerability reporting, please contact us at [security@localai.io](mailto:security@localai.io).
## Acknowledgments
We appreciate the efforts of those who contribute to the security of our project. Your responsible disclosure is invaluable to the safety and integrity of LocalAI.
A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions.
A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions.
A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions.
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