Commit Graph

47 Commits

Author SHA1 Message Date
fakezeta
8210ffcb6c
feat: Token Stream support for Transformer, fix: missing package for OpenVINO (#1908)
* 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>
2024-03-27 17:50:35 +01:00
fakezeta
e7cbe32601
feat: Openvino runtime for transformer backend and streaming support for Openvino and CUDA (#1892)
* 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>
2024-03-26 23:31:43 +00:00
Ettore Di Giacinto
607586e0b7
fix: downgrade torch (#1902)
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-03-26 22:56:02 +01:00
Sebastian.W
b7ffe66219
Enhance autogptq backend to support VL models (#1860)
* 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>
2024-03-26 18:48:14 +01:00
Ettore Di Giacinto
20136ca8b7
feat(tts): add Elevenlabs and OpenAI TTS compatibility layer (#1834)
* 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
2024-03-14 23:08:34 +01:00
fakezeta
3882130911
feat: Add Bitsandbytes quantization for transformer backend enhancement #1775 and fix: Transformer backend error on CUDA #1774 (#1823)
* 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
2024-03-14 23:06:30 +01:00
Ettore Di Giacinto
5d1018495f
feat(intel): add diffusers/transformers support (#1746)
* 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
2024-03-07 14:37:45 +01:00
Dave
5c69dd155f
feat(autogpt/transformers): consume trust_remote_code (#1799)
trusting remote code by default is a danger to our users
2024-03-05 19:47:15 +01:00
TwinFin
504f2e8bf4
Update Backend Dependancies (#1797)
* Update transformers.yml

Signed-off-by: TwinFin <57421631+TwinFinz@users.noreply.github.com>

* Update transformers-rocm.yml

Signed-off-by: TwinFin <57421631+TwinFinz@users.noreply.github.com>

* Update transformers-nvidia.yml

Signed-off-by: TwinFin <57421631+TwinFinz@users.noreply.github.com>

---------

Signed-off-by: TwinFin <57421631+TwinFinz@users.noreply.github.com>
2024-03-05 10:10:00 +00:00
Ludovic Leroux
939411300a
Bump vLLM version + more options when loading models in vLLM (#1782)
* Bump vLLM version to 0.3.2

* Add vLLM model loading options

* Remove transformers-exllama

* Fix install exllama
2024-03-01 22:48:53 +01:00
Ludovic Leroux
0135e1e3b9
fix: vllm - use AsyncLLMEngine to allow true streaming mode (#1749)
* 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
2024-02-24 11:48:45 +01:00
Chakib Benziane
594eb468df
Add TTS dependency for cuda based builds fixes #1727 (#1730)
Signed-off-by: Chakib Benziane <contact@blob42.xyz>
2024-02-20 21:59:43 +01:00
fenfir
fb0a4c5d9a
Build docker container for ROCm (#1595)
* 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>
2024-02-16 15:08:50 +01:00
Ettore Di Giacinto
5e155fb081
fix(python): pin exllama2 (#1711)
fix(python): pin python deps

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2024-02-14 21:44:12 +01:00
Ettore Di Giacinto
fd68bf7084
fix(vall-e-x): Fix voice cloning (#1696) 2024-02-11 11:20:00 +01:00
Ettore Di Giacinto
53dbe36f32
feat(tts): respect YAMLs config file, add sycl docs/examples (#1692)
* 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
2024-02-10 21:37:03 +01:00
Ettore Di Giacinto
cb7512734d
transformers: correctly load automodels (#1643)
* backends(transformers): use AutoModel with LLM types

* examples: animagine-xl

* Add codellama examples
2024-01-26 00:13:21 +01:00
Ettore Di Giacinto
5e335eaead
feat(transformers): support also text generation (#1630)
* 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>
2024-01-23 23:07:31 +01:00
Ettore Di Giacinto
06cd9ef98d
feat(extra-backends): Improvements, adding mamba example (#1618)
* feat(extra-backends): Improvements

vllm: add max_tokens, wire up stream event
mamba: fixups, adding examples for mamba-chat

* examples(mamba-chat): add

* docs: update
2024-01-20 17:56:08 +01:00
Ettore Di Giacinto
9e653d6abe
feat: 🐍 add mamba support (#1589)
feat(mamba): Initial import

This is a first iteration of the mamba backend, loosely based on
mamba-chat(https://github.com/havenhq/mamba-chat).
2024-01-19 23:42:50 +01:00
Ettore Di Giacinto
e19d7226f8
feat: more embedded models, coqui fixes, add model usage and description (#1556)
* feat: add model descriptions and usage

* remove default model gallery

* models: add embeddings and tts

* docs: update table

* docs: updates

* images: cleanup pip cache after install

* images: always run apt-get clean

* ux: improve gRPC connection errors

* ux: improve some messages

* fix: fix coqui when no AudioPath is passed by

* embedded: add more models

* Add usage

* Reorder table
2024-01-08 00:37:02 +01:00
Ettore Di Giacinto
62a02cd1fe
deps(conda): use transformers environment with autogptq (#1555) 2024-01-06 15:30:53 +01:00
Ettore Di Giacinto
949da7792d
deps(conda): use transformers-env with vllm,exllama(2) (#1554)
* deps(conda): use transformers with vllm

* join vllm, exllama, exllama2, split petals
2024-01-06 13:32:28 +01:00
Ettore Di Giacinto
583bd28a5c
fix(diffusers): add omegaconf dependency (#1540)
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-01-04 00:06:41 +01:00
Ettore Di Giacinto
a1aa6cb7c2
fix(entrypoint): cd to backend dir before start (#1530)
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
2024-01-01 22:02:48 +01:00
Ettore Di Giacinto
95eb72bfd3
feat: add 🐸 coqui (#1489)
* feat: add coqui

* docs: update news
2023-12-24 19:38:54 +01:00
BobMaster
7e2d101a46
fix: guidance_scale not work in sd (#1488)
Signed-off-by: hibobmaster <32976627+hibobmaster@users.noreply.github.com>
2023-12-24 19:24:52 +01:00
Sertaç Özercan
6597881854
fix: exllama2 backend (#1484)
Signed-off-by: Sertac Ozercan <sozercan@gmail.com>
2023-12-24 08:32:12 +00:00
Ettore Di Giacinto
939187a129
env(conda): use transformers for vall-e-x (#1481) 2023-12-23 14:31:34 -05:00
Ettore Di Giacinto
b4b21a446b
feat(conda): share envs with transformer-based backends (#1465)
* 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
2023-12-21 08:35:15 +01:00
Ettore Di Giacinto
dd982acf2c
feat(img2vid,txt2vid): Initial support for img2vid,txt2vid (#1442)
* 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>
2023-12-15 18:06:20 -05:00
Ettore Di Giacinto
7641f92cde
feat(diffusers): update, add autopipeline, controlnet (#1432)
* feat(diffusers): update, add autopipeline, controlenet

* tests with AutoPipeline

* simplify logic
2023-12-13 19:20:22 +01:00
Ettore Di Giacinto
9aa2a7ca13
extras: add vllm,bark,vall-e-x tests, bump diffusers (#1422)
* tests: add vllm

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>

* tests: Add vall-e-x tests

* Add bark tests

* bump diffusers

---------

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-12-12 00:39:26 +01:00
Ettore Di Giacinto
718a5d4a9e
fix(transformers*): add sentence-transformers and transformers-musicgen tests, fix musicgen wrapper (#1420)
* tests: add sentence-transformers and transformers-musicgen

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>

* fix: tranformers-musicgen conda env

Initialize correctly the environment for the transformers-musicgen backend.

* fix(tests): transformer-musicgen tests fixups

---------

Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-12-11 19:26:02 +01:00
Ettore Di Giacinto
48e5380e45
tests: add diffusers tests (#1419) 2023-12-11 08:20:34 +01:00
Ettore Di Giacinto
887b3dff04
feat: cuda transformers (#1401)
* 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>
2023-12-08 15:45:04 +01:00
Dave
8b6e601405
Feat: new backend: transformers-musicgen (#1387)
Transformers-MusicGen
---------

Signed-off-by: Dave <dave@gray101.com>
2023-12-08 10:01:02 +01:00
Ettore Di Giacinto
6011911746
fix(piper): pin petals, phonemize and espeak (#1393)
* fix: pin phonemize and espeak

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

* fix: pin petals deps

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2023-12-07 22:58:41 +01:00
Ettore Di Giacinto
2b2d6673ff
exllama(v2): fix exllamav1, add exllamav2 (#1384)
* fix(exllama): fix exllama deps with anaconda

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

* feat(exllamav2): add exllamav2 backend

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

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2023-12-05 08:15:37 +01:00
Ettore Di Giacinto
238fec244a
fix(vall-e-x): correctly install reqs in environment (#1377) 2023-12-03 21:16:36 +01:00
B4ckslash
2d64d8b444
fix/docs: Python backend dependencies (#1360)
* 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>
2023-11-30 17:46:55 +01:00
Ettore Di Giacinto
b7821361c3
feat(petals): add backend (#1350)
* feat(petals): add backend

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

* fixups

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2023-11-28 09:01:46 +01:00
Ettore Di Giacinto
c75bdd99e4
fix: rename transformers.py to avoid circular import (#1337)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2023-11-26 08:49:43 +01:00
B4ckslash
9dddd1134d
fix: move python header comments below shebang in some backends (#1321)
* 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>
2023-11-23 15:22:37 +01:00
ok2sh
20d637e7b7
fix: ExLlama Backend Context Size & Rope Scaling (#1311)
* fix: context_size not propagated to exllama backend

* fix: exllama rope scaling
2023-11-21 19:26:39 +01:00
Ettore Di Giacinto
92cbc4d516
feat(transformers): add embeddings with Automodel (#1308)
* 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>
2023-11-20 21:21:17 +01:00
Ettore Di Giacinto
ad0e30bca5
refactor: move backends into the backends directory (#1279)
* 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>
2023-11-13 22:40:16 +01:00