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249 Commits

Author SHA1 Message Date
renovate[bot]
618fd1d417 fix(deps): update module github.com/otiai10/openaigo to v1.2.0 (#624)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-19 14:32:26 +02:00
renovate[bot]
151a6cf4c2 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 32b9223 (#617)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-19 00:09:44 +02:00
ci-robbot [bot]
1766de814c ⬆️ Update go-skynet/go-ggml-transformers.cpp (#619)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-18 23:49:38 +02:00
ci-robbot [bot]
0b351d6da2 ⬆️ Update nomic-ai/gpt4all (#613)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-18 23:48:07 +02:00
renovate[bot]
6623ce9942 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to fd419ca (#623)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-18 22:50:58 +02:00
renovate[bot]
1dbc190fa6 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 7ad833b (#616)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-18 21:46:03 +02:00
renovate[bot]
46b9445fa6 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 42e8049 (#594)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-18 14:42:46 +02:00
Ettore Di Giacinto
d3d3187e51 feat: fix CUDA images and update go-llama to use full GPU offloading (#618)
Signed-off-by: mudler <mudler@localai.io>
Co-authored-by: mudler <mudler@localai.io>
2023-06-18 08:27:29 +02:00
Ettore Di Giacinto
6c94f3cd67 Revert "Docker preserve sources" (#620) 2023-06-17 23:22:04 +02:00
Ettore Di Giacinto
295f3030a9 feat: add typical_p to model parameters (#598)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-14 19:33:20 +02:00
renovate[bot]
1ba88258a9 fix(deps): update github.com/donomii/go-rwkv.cpp digest to a57bca3 (#582)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 19:14:50 +02:00
Ettore Di Giacinto
10ddd72b58 fix: set default batch size (#597) 2023-06-14 19:09:27 +02:00
Ettore Di Giacinto
1b7990d5d9 deps: switch back to nomic-ai/gpt4all (#595) 2023-06-14 18:07:05 +02:00
renovate[bot]
9f50b8024d fix(deps): update github.com/go-skynet/go-llama.cpp digest to a796025 (#593)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 16:28:13 +02:00
Samuel Maynard
7b9dcb05d4 Docker preserve sources (#590) 2023-06-14 13:26:27 +02:00
Ettore Di Giacinto
e37361985c deps: update gpt4all bindings, fix search path on new versions (#592) 2023-06-14 13:24:53 +02:00
ci-robbot [bot]
467e88d305 ⬆️ Update donomii/go-rwkv.cpp (#527)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-14 12:56:20 +02:00
renovate[bot]
fe4a8fbc74 fix(deps): update module github.com/otiai10/openaigo to v1.1.1 (#591)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 12:14:47 +02:00
renovate[bot]
2328bbaea1 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 01b8436 (#558)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 09:34:14 +02:00
renovate[bot]
4cc834adcd fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 8953b7f (#573)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 07:06:20 +02:00
renovate[bot]
5e49ff5072 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 5f16204 (#563)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-14 07:06:09 +02:00
ci-robbot [bot]
f98680a18a ⬆️ Update go-skynet/go-llama.cpp (#584)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-13 23:05:03 +02:00
Ettore Di Giacinto
2880221bb3 ci: drop macOS dependencies (#581)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-13 09:31:11 +02:00
Samuel Maynard
27887c74d8 Dockerfile: unify duplicated requirements into single step (#580) 2023-06-13 08:39:38 +02:00
ci-robbot [bot]
6306885fe7 ⬆️ Update go-skynet/go-llama.cpp (#561)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-11 15:44:06 +02:00
Ettore Di Giacinto
2a11f16c0f fix: copy metal file from build (#564) 2023-06-11 01:07:39 +02:00
Ettore Di Giacinto
2297504fb3 example(telegram): drop mongodb (#565) 2023-06-11 01:07:19 +02:00
ci-robbot [bot]
897ac6e4e5 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#562)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-11 01:01:46 +02:00
renovate[bot]
f20c12a1c0 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to a9c2f47 (#560)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-10 22:22:31 +02:00
renovate[bot]
5dea31385c fix(deps): update github.com/go-skynet/go-llama.cpp digest to a12ce51 (#555)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-10 10:17:32 +02:00
renovate[bot]
58f0f63926 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to d3ba129 (#548)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-10 10:17:11 +02:00
renovate[bot]
ed2bf48a6d fix(deps): update github.com/tmc/langchaingo digest to 06cb7b5 (#525)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-10 10:16:50 +02:00
ci-robbot [bot]
e6c8ebb65c ⬆️ Update go-skynet/go-llama.cpp (#554)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-10 01:35:58 +02:00
renovate[bot]
119733892e fix(deps): update github.com/go-skynet/go-bert.cpp digest to 6069103 (#534)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-10 00:09:38 +02:00
ci-robbot [bot]
437f563128 ⬆️ Update go-skynet/go-bert.cpp (#540)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-10 00:09:14 +02:00
renovate[bot]
ecad2261c8 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to dabd6cd (#535)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 21:01:09 +02:00
renovate[bot]
182323a7fb fix(deps): update github.com/donomii/go-rwkv.cpp digest to d2b25a4 (#552)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 19:16:53 +02:00
renovate[bot]
30d06f9b12 fix(deps): update github.com/go-skynet/go-llama.cpp digest to a921173 (#551)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 18:15:24 +02:00
ci-robbot [bot]
6bb562272d ⬆️ Update go-skynet/go-llama.cpp (#546)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-09 01:13:15 +02:00
Ettore Di Giacinto
3b3164b039 examples(telegram): add (#547) 2023-06-09 00:45:44 +02:00
renovate[bot]
6f0bdbd01c fix(deps): update github.com/donomii/go-rwkv.cpp digest to fb8b955 (#533)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 00:23:19 +02:00
renovate[bot]
ce2a1799ab fix(deps): update github.com/go-skynet/go-llama.cpp digest to 672fb05 (#529)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 00:22:41 +02:00
renovate[bot]
d088bd3034 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 47fbc0e (#528)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-09 00:20:15 +02:00
ci-robbot [bot]
806e4c3a63 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#539)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-09 00:19:58 +02:00
renovate[bot]
8532ce2002 fix(deps): update module github.com/sashabaranov/go-openai to v1.10.1 (#544)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-08 21:33:32 +02:00
Ettore Di Giacinto
84946e9275 feat: display download progress when installing models (#543) 2023-06-08 21:33:18 +02:00
Ettore Di Giacinto
c9bbba4872 tests: add llama tests with openllama (#538)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-08 00:36:11 +02:00
Ettore Di Giacinto
ea9a651573 examples: simplify langchain-python (#541) 2023-06-08 00:05:17 +02:00
Ettore Di Giacinto
5abbb134d9 feat: extend model configuration for llama.cpp (#536) 2023-06-07 21:46:19 +02:00
renovate[bot]
694dd4ad9e fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to bd765bb (#518)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-07 09:08:51 +02:00
renovate[bot]
4af48e548a fix(deps): update github.com/donomii/go-rwkv.cpp digest to d5f48f6 (#526)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-07 09:08:35 +02:00
Ettore Di Giacinto
079dc197c7 Update README.md 2023-06-06 23:44:23 +02:00
renovate[bot]
77613169da fix(deps): update github.com/go-skynet/go-llama.cpp digest to 37ef81d (#523)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 20:54:55 +02:00
ci-robbot [bot]
2630e251ce ⬆️ Update ggerganov/whisper.cpp (#520)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-06 19:16:42 +02:00
ci-robbot [bot]
0909a0637e feat: update llama.cpp to support k-quants (#521)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-06 18:15:17 +02:00
Ettore Di Giacinto
d62aef2016 feat: add experimental support for falcon-7b (#516)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-06 17:23:19 +02:00
ci-robbot [bot]
25e9483add ⬆️ Update donomii/go-rwkv.cpp (#511)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-06 16:02:09 +02:00
renovate[bot]
c1be2bdeeb fix(deps): update github.com/donomii/go-rwkv.cpp digest to 1e18b24 (#489)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 15:34:18 +02:00
renovate[bot]
49a2b30350 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 57543c1 (#514)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 11:07:13 +02:00
renovate[bot]
472cd0fc2f fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 266f13a (#500)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 10:04:44 +02:00
renovate[bot]
dc9c43b6dd fix(deps): update github.com/go-skynet/go-llama.cpp digest to cca84ed (#513)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 10:04:17 +02:00
renovate[bot]
e1e23a6302 fix(deps): update github.com/mudler/go-stable-diffusion digest to d89260f (#506)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-06 00:35:16 +02:00
ci-robbot [bot]
2e916abe15 ⬆️ Update go-skynet/go-llama.cpp (#512)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-06 00:35:01 +02:00
renovate[bot]
3ebdb9b67e fix(deps): update module github.com/sashabaranov/go-openai to v1.10.0 (#510)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-05 21:24:04 +02:00
renovate[bot]
01f5046caf fix(deps): update github.com/tmc/langchaingo digest to 4afed6d (#508)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-05 17:22:21 +02:00
renovate[bot]
ac17d544e0 fix(deps): update github.com/go-skynet/go-llama.cpp digest to b1a4256 (#505)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-05 17:21:57 +02:00
Ettore Di Giacinto
b447a2a719 feat: support upscaled image generation with esrgan (#509) 2023-06-05 17:21:38 +02:00
Ettore Di Giacinto
ec4fd1d219 fix gpt4all, add metal GPU support (#507) 2023-06-05 14:26:20 +02:00
Ettore Di Giacinto
b503725dc7 fix: downgrade gpt4all (#503)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-05 09:42:50 +02:00
ci-robbot [bot]
e873fc7b71 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#501)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-05 00:07:48 +02:00
renovate[bot]
3070e9503a fix(deps): update github.com/go-skynet/bloomz.cpp digest to 1834e77 (#414)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 22:53:09 +02:00
Ettore Di Giacinto
d9130def39 fix: correctly assign ffmpeg image tag (#499) 2023-06-04 21:07:12 +02:00
renovate[bot]
cdf0a6e766 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to bbe195e (#497)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 19:37:08 +02:00
renovate[bot]
a0e0ac887f fix(deps): update github.com/go-skynet/go-bert.cpp digest to 0548994 (#451)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 19:36:56 +02:00
Ettore Di Giacinto
4ddc956462 deps: update rwkv, switch back to upstream (#494) 2023-06-04 17:25:35 +02:00
renovate[bot]
203fd7b2e8 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 6fb862c (#490)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 14:16:09 +02:00
Ettore Di Giacinto
1bb85377e4 feat: add ffmpeg images (#492)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-04 14:00:21 +02:00
renovate[bot]
3892fafc2d fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to bc624f5 (#486)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 01:57:20 +02:00
renovate[bot]
8a34679a13 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 3f10005 (#485)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-04 01:57:10 +02:00
ci-robbot [bot]
b64c1d8ac1 ⬆️ Update nomic-ai/gpt4all (#488)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-04 01:56:59 +02:00
Ettore Di Giacinto
8fb86c13bc feat: Enable static builds for Linux binaries (#487)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-03 23:46:07 +02:00
ci-robbot [bot]
05edf59c91 ⬆️ Update nomic-ai/gpt4all (#483)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-03 18:30:30 +02:00
ci-robbot [bot]
b9f1f85433 ⬆️ Update go-skynet/go-llama.cpp (#482)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-03 18:30:18 +02:00
renovate[bot]
f8e2e76698 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 25ee51e (#478)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-03 14:25:55 +02:00
ci-robbot [bot]
29856f7527 ⬆️ Update nomic-ai/gpt4all (#479)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-03 14:25:42 +02:00
Sébastien Prud'homme
aa6cdf16c8 fix: display help with correct default values (#481)
Signed-off-by: Sébastien Prud'homme <sebastien.prudhomme@gmail.com>
2023-06-03 14:25:30 +02:00
Samuel Maynard
96794851b3 feat: add support for Stream: true to completionEndpoint (#465) 2023-06-03 00:27:03 +02:00
renovate[bot]
51a1a721b3 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to be9f6ad (#477)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-02 19:31:21 +02:00
renovate[bot]
695f3e5758 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 031d714 (#464)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-02 13:32:27 +02:00
Ettore Di Giacinto
e875c1f64a fix: fix the make run target (#476)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-02 09:57:01 +02:00
Ettore Di Giacinto
19f92d7d55 fix: Bump and fix rwkv build (#475) 2023-06-02 08:53:57 +02:00
Ettore Di Giacinto
5a8dd40918 feat: Enable stablediffusion by default in container images (#474)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-02 08:53:45 +02:00
renovate[bot]
1b766ab89c fix(deps): update module github.com/urfave/cli/v2 to v2.25.5 (#399)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-06-01 23:44:17 +02:00
ci-robbot [bot]
a63d6f6364 ⬆️ Update ggerganov/whisper.cpp (#473)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-01 23:44:05 +02:00
ci-robbot [bot]
4422ca2235 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#459)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-06-01 23:43:15 +02:00
Ettore Di Giacinto
78ad4813df feat: Update gpt4all, support multiple implementations in runtime (#472)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-06-01 23:38:52 +02:00
renovate[bot]
42d753846e fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 5b9e59b (#469)
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2023-06-01 16:23:34 +02:00
ci-robbot [bot]
5c018c0437 ⬆️ Update ggerganov/whisper.cpp (#468)
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2023-06-01 16:23:16 +02:00
renovate[bot]
07cee3f6ef fix(deps): update github.com/donomii/go-rwkv.cpp digest to 3b28b09 (#467)
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2023-06-01 16:21:32 +02:00
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c5cb2ff268 ⬆️ Update go-skynet/go-bert.cpp (#463)
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2023-06-01 16:21:13 +02:00
Aisuko
c8a4a4f4e9 feat: Add new test cases for LoadConfigs (#447)
Signed-off-by: Aisuko <urakiny@gmail.com>
2023-06-01 16:20:45 +02:00
Pavel Zloi
3ba07a5928 feat: add LangChainGo Huggingface backend (#446)
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-06-01 12:00:06 +02:00
renovate[bot]
7282668da1 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 3f7436e (#466)
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2023-06-01 09:59:11 +02:00
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451e803444 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 10caf37 (#455)
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2023-06-01 01:05:24 +02:00
Ettore Di Giacinto
d70c55231b docs: Update README with model gallery url 2023-06-01 01:04:07 +02:00
ci-robbot [bot]
275c124701 ⬆️ Update go-skynet/go-llama.cpp (#458)
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2023-05-31 22:59:02 +02:00
ci-robbot [bot]
87a6bbd251 ⬆️ Update ggerganov/whisper.cpp (#462)
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2023-05-31 22:58:44 +02:00
renovate[bot]
8fd4c7afcc fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to ce6f747 (#450)
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2023-05-31 19:55:46 +02:00
Sébastien Prud'homme
eee3f83d98 ci: build Docker image variants (#456)
Signed-off-by: Sébastien Prud'homme <sebastien.prudhomme@gmail.com>
2023-05-31 19:51:02 +02:00
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2023-05-31 14:59:47 +02:00
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432b0223f1 fix(deps): update github.com/donomii/go-rwkv.cpp digest to c43cdf5 (#453)
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2023-05-31 14:59:36 +02:00
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16050a32c7 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 5f94020 (#435)
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2023-05-31 12:00:01 +02:00
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898ca62b55 fix(deps): update module github.com/onsi/ginkgo/v2 to v2.9.7 (#445)
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2023-05-31 08:49:47 +02:00
ci-robbot [bot]
5623a7c331 ⬆️ Update go-skynet/go-bert.cpp (#418)
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2023-05-31 00:45:07 +02:00
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9e3ca6d1a3 ⬆️ Update nomic-ai/gpt4all (#422)
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2023-05-31 00:44:52 +02:00
ci-robbot [bot]
fa58965bbc ⬆️ Update ggerganov/whisper.cpp (#419)
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2023-05-30 23:04:53 +02:00
renovate[bot]
b8ef9028f1 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 62b6c07 (#441)
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2023-05-30 23:04:34 +02:00
ci-robbot [bot]
f711d35377 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#442)
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2023-05-30 23:04:10 +02:00
ci-robbot [bot]
abd3c62194 ⬆️ Update go-skynet/go-llama.cpp (#443)
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2023-05-30 23:03:48 +02:00
Ettore Di Giacinto
2f3c3b1867 examples: keep old example around (#439) 2023-05-30 18:34:43 +02:00
Ettore Di Giacinto
11af09faf3 examples: use gallery in chatbot-ui, add flowise (#438)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-05-30 18:29:28 +02:00
Ettore Di Giacinto
577d36b596 images: cleanup, drop .dev Dockerfile (#437)
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2023-05-30 15:58:10 +02:00
Ettore Di Giacinto
6d71dd7d98 fix: do not build from the same container (#434)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-05-30 15:53:37 +02:00
Aisuko
49ce24984c feat: Add more test-cases and remove dev container (#433)
Signed-off-by: Aisuko <urakiny@gmail.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-05-30 13:01:55 +02:00
Ettore Di Giacinto
f401181cb5 fix: switch back to upstream for rwkv bindings (#432) 2023-05-30 12:35:32 +02:00
renovate[bot]
ff8295a97c fix(deps): update github.com/go-skynet/go-llama.cpp digest to 4afcaf2 (#428)
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2023-05-30 12:22:25 +02:00
Ettore Di Giacinto
aacb96df7a fix: correctly handle errors from App constructor (#430)
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2023-05-30 12:00:30 +02:00
renovate[bot]
ca9115d6d0 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 13ccc22 (#427)
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2023-05-30 11:34:13 +02:00
Ettore Di Giacinto
2c91837865 docs: fix link (#426) 2023-05-29 23:13:42 +02:00
Sébastien Prud'homme
2272324fd6 feat: add CuBLAS support in Docker images (#403)
Signed-off-by: Sébastien Prud'homme <sebastien.prudhomme@gmail.com>
2023-05-29 23:12:27 +02:00
Sébastien Prud'homme
171b50bb1c ci: fix typo in variable name (#424)
Signed-off-by: Sébastien Prud'homme <sebastien.prudhomme@gmail.com>
2023-05-29 23:11:29 +02:00
ci-robbot [bot]
04d6bd7922 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#421)
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2023-05-29 23:10:43 +02:00
ci-robbot [bot]
2abdac7003 ⬆️ Update go-skynet/bloomz.cpp (#417)
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2023-05-29 23:09:42 +02:00
Ettore Di Giacinto
190f01dbe3 docs: update docs/license(clarification) and point to new website (#415)
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2023-05-29 23:09:19 +02:00
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18a701355c fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 695f97b (#410)
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2023-05-29 16:46:36 +02:00
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3911957d34 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 4bd3910 (#393)
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2023-05-29 15:35:33 +02:00
Ettore Di Giacinto
f5146bde18 feat: add clblast support (#412)
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2023-05-29 15:17:38 +02:00
renovate[bot]
b57ea10c94 fix(deps): update github.com/go-skynet/go-bert.cpp digest to 771b4a0 (#408)
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2023-05-29 14:42:21 +02:00
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821cfed6c0 fix(deps): update github.com/donomii/go-rwkv.cpp digest to ccb05c3 (#407)
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2023-05-29 14:42:08 +02:00
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728f297bb8 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to d7c936b (#405)
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2023-05-29 09:16:53 +02:00
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4c0013fd79 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 9eb81cb (#390)
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2023-05-29 09:16:32 +02:00
Ettore Di Giacinto
65d06285d8 Bump rwkv (#402) 2023-05-28 22:59:25 +02:00
renovate[bot]
e0d1a8995d fix(deps): update module github.com/sashabaranov/go-openai to v1.9.5 (#400)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-28 08:40:24 +02:00
ci-robbot [bot]
425beea6c5 ⬆️ Update ggerganov/whisper.cpp (#398)
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2023-05-27 22:30:24 +02:00
ci-robbot [bot]
cdfb930a69 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#385)
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2023-05-27 22:30:11 +02:00
renovate[bot]
09641b9790 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 9b92684 (#392)
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2023-05-27 19:42:51 +02:00
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aac9a57500 fix(deps): update module github.com/imdario/mergo to v0.3.16 (#394)
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2023-05-27 19:42:38 +02:00
Ettore Di Giacinto
59f7953249 docs(examples): add AutoGPT (#397) 2023-05-27 19:42:24 +02:00
Ettore Di Giacinto
217dbb448e feat: allow to set a prompt cache path and enable saving state (#395)
Signed-off-by: mudler <mudler@mocaccino.org>
2023-05-27 14:29:11 +02:00
Ettore Di Giacinto
76c881043e feat: allow to preload models before startup via env var or configs (#391) 2023-05-27 09:26:33 +02:00
ci-robbot [bot]
835a20610b ⬆️ Update ggerganov/whisper.cpp (#372)
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2023-05-26 22:43:11 +02:00
ci-robbot [bot]
74e808b8c3 ⬆️ Update nomic-ai/gpt4all (#389)
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2023-05-26 22:28:14 +02:00
Ettore Di Giacinto
53c83f2fae image: add HEALTHCHECK (#388)
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2023-05-26 18:34:02 +02:00
renovate[bot]
62365fa31d fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to a6f3e94 (#387)
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2023-05-26 18:32:00 +02:00
Ettore Di Giacinto
a44c8e9b4e ci: set flakeAttempts (#386) 2023-05-26 15:28:26 +02:00
ci-robbot [bot]
320e430c7f ⬆️ Update nomic-ai/gpt4all (#384)
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2023-05-26 09:57:03 +02:00
renovate[bot]
8615646827 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to d1ff713 (#383)
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2023-05-26 00:43:48 +02:00
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925d7c3057 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to 4f18e5e (#381)
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2023-05-26 00:43:31 +02:00
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e350924ac1 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to afe3870 (#382)
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2023-05-26 00:00:03 +02:00
ci-robbot [bot]
e891a46740 ⬆️ Update nomic-ai/gpt4all (#362)
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2023-05-25 22:46:44 +02:00
renovate[bot]
cd9285bbe6 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 63f5763 (#378)
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2023-05-25 22:46:34 +02:00
Ettore Di Giacinto
917ff13c86 docs: Update README 2023-05-25 22:43:25 +02:00
Ettore Di Giacinto
2a40f44023 docs: Add Mods to projects list (#377) 2023-05-25 18:18:02 +02:00
renovate[bot]
c22d06c780 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 6e7e69a (#371)
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2023-05-25 13:35:32 +02:00
ci-robbot [bot]
babbd23744 ⬆️ Update go-skynet/go-ggml-transformers.cpp (#363)
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2023-05-25 00:37:36 +02:00
ci-robbot [bot]
eee41cbe2b ⬆️ Update go-skynet/go-llama.cpp (#373)
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2023-05-25 00:36:57 +02:00
Ettore Di Giacinto
bf54b78270 feat: add /healthz and /readyz endpoints for kubernetes (#374) 2023-05-24 22:19:13 +02:00
renovate[bot]
589dfae89f fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 5e2b340 (#368)
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2023-05-24 21:40:09 +02:00
Ettore Di Giacinto
c8cc197ddd feat: add static builds (#370) 2023-05-24 16:42:24 +02:00
Robert Gracey
76c561a908 chore: update README to include new Helm values (#369) 2023-05-24 16:27:54 +02:00
renovate[bot]
04797a80e1 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to c4c581f (#367)
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2023-05-24 12:49:51 +02:00
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29583a5ea5 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to b36a520 (#352)
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2023-05-24 11:40:36 +02:00
renovate[bot]
d12c1f7a4a fix(deps): update github.com/go-skynet/go-llama.cpp digest to dcf8da6 (#357)
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2023-05-24 11:40:16 +02:00
Al
505572dae8 Add autogpt4all LocalAI usage example to links (#259) 2023-05-24 11:39:56 +02:00
renovate[bot]
3ddea794e1 fix(deps): update github.com/go-skynet/go-ggml-transformers.cpp digest to f89d7c2 (#361)
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2023-05-24 10:08:36 +02:00
renovate[bot]
10e03bde35 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 77eab3f (#356)
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2023-05-23 23:10:27 +02:00
ci-robbot [bot]
e969604d75 ⬆️ Update go-skynet/go-llama.cpp (#365)
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2023-05-23 23:10:06 +02:00
ci-robbot [bot]
c822e18f0d ⬆️ Update ggerganov/whisper.cpp (#364)
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2023-05-23 23:09:48 +02:00
Ettore Di Giacinto
891af1c524 docs: update README 2023-05-23 22:09:51 +02:00
Ettore Di Giacinto
5807d0b766 docs: update README 2023-05-23 22:07:49 +02:00
Ettore Di Giacinto
9decd0813c feat: update go-gpt2 (#359)
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2023-05-23 21:47:47 +02:00
Ettore Di Giacinto
43d3fb3eba ci: add binary releases pipelines (#358) 2023-05-23 17:12:48 +02:00
Ettore Di Giacinto
f5f8c687be examples: add privateGPT example (#355) 2023-05-23 10:32:34 +02:00
ci-robbot [bot]
9e5cd0f10b ⬆️ Update nomic-ai/gpt4all (#348)
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2023-05-23 09:16:56 +02:00
renovate[bot]
231a3e7c02 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 2ce2220 (#351)
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2023-05-23 00:59:48 +02:00
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57172e2e30 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 5ca8767 (#350)
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2023-05-23 00:06:29 +02:00
Ettore Di Giacinto
043399dd07 fix: re-enable start API message (#349)
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2023-05-23 00:06:13 +02:00
renovate[bot]
6b19356740 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to c8c95ab (#344)
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2023-05-22 19:04:21 +02:00
ci-robbot [bot]
1cbe6a7067 ⬆️ Update nomic-ai/gpt4all (#345)
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2023-05-22 19:02:56 +02:00
Ettore Di Giacinto
2912f9870f Update README.md 2023-05-22 00:13:16 +02:00
Ettore Di Giacinto
9630be56e1 fix: make sure ca-certificates is present in the container images (#342) 2023-05-21 15:24:22 +02:00
Robert Hambrock
4aa78843c0 fix: spec compliant instantiation and termination of streams (#341) 2023-05-21 15:24:04 +02:00
renovate[bot]
b36d9f3776 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to aba1147 (#333)
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2023-05-21 14:38:52 +02:00
Ettore Di Giacinto
6f54cab3f0 feat: allow to set cors (#339) 2023-05-21 14:38:25 +02:00
Ettore Di Giacinto
ed5df1e68e examples: remove threads from example models (#337) 2023-05-21 12:25:24 +02:00
mudler
3c07e11e73 docs: update README 2023-05-21 00:45:24 +02:00
mudler
91bdad1d12 docs: fix typo 2023-05-21 00:41:11 +02:00
ci-robbot [bot]
482a83886e ⬆️ Update ggerganov/whisper.cpp (#332)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-21 00:40:17 +02:00
renovate[bot]
b8f52d67e1 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 041be06 (#331)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 22:21:07 +02:00
renovate[bot]
9ed82199c5 fix(deps): update github.com/go-skynet/go-llama.cpp digest to ccf23ad (#330)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 20:42:59 +02:00
ci-robbot [bot]
864aaf8c4d ⬆️ Update go-skynet/go-llama.cpp (#327)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 20:42:29 +02:00
renovate[bot]
c7056756d5 fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 429b978 (#329)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 19:50:28 +02:00
ci-robbot [bot]
93cc8569c3 ⬆️ Update ggerganov/whisper.cpp (#326)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 19:50:01 +02:00
Ettore Di Giacinto
05a3d569b0 feat: allow to override model config (#323) 2023-05-20 17:03:53 +02:00
renovate[bot]
7bc08797f9 fix(deps): update module github.com/gofiber/fiber/v2 to v2.46.0 (#308)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 22:50:17 +10:00
renovate[bot]
5b22704799 fix(deps): update github.com/go-skynet/go-llama.cpp digest to a298043 (#322)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 10:55:22 +02:00
ci-robbot [bot]
9609e4392b ⬆️ Update go-skynet/go-llama.cpp (#321)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 10:53:22 +02:00
Aisuko
d0c033d09b feat: add PR template and stale configuration (#316)
Signed-off-by: Aisuko <urakiny@gmail.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-05-20 09:10:20 +02:00
Ettore Di Giacinto
4e381cbe92 feat: support shorter urls for github repositories (#314) 2023-05-20 09:06:30 +02:00
renovate[bot]
ffaf3b1d36 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 3ee537e (#313)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-20 00:30:49 +02:00
ci-robbot [bot]
465a3b755d ⬆️ Update nomic-ai/gpt4all (#312)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 00:30:36 +02:00
ci-robbot [bot]
91fc52bfb7 ⬆️ Update go-skynet/go-llama.cpp (#296)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-20 00:27:13 +02:00
mudler
b425954b9e docs: Update README 2023-05-19 19:42:40 +02:00
Ettore Di Giacinto
2e64ed6255 docs: Update README (#311) 2023-05-19 19:33:53 +02:00
Ettore Di Giacinto
bf3d936aea fix: add LLAMA_CUBLAS on BUILD_TYPE=cublas (#310) 2023-05-19 17:11:28 +02:00
Aisuko
19deea986a fix: missing model path in launch.json (#309)
Signed-off-by: Aisuko <urakiny@gmail.com>
2023-05-19 16:39:48 +02:00
Ettore Di Giacinto
aa7a18f131 github: add ISSUE_TEMPLATE (#307) 2023-05-19 11:46:53 +02:00
ci-robbot [bot]
837ce2cb31 ⬆️ Update nomic-ai/gpt4all (#295)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-19 10:37:12 +02:00
renovate[bot]
cadce540f9 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 914519e (#302)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-19 10:00:07 +02:00
Ettore Di Giacinto
1fade53a61 feat: minor enhancements to /models/apply (#297) 2023-05-19 08:31:11 +02:00
Tyler Gillson
207ce81e4a fix: Dockerfile.build missing cmake in rwkv example (#301)
Signed-off-by: Tyler Gillson <tyler.gillson@gmail.com>
2023-05-19 01:08:20 +02:00
renovate[bot]
fc59f74849 fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 94f4018 (#294)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 22:51:02 +02:00
renovate[bot]
9d3c5ead93 fix(deps): update github.com/go-skynet/go-llama.cpp digest to 33f8c2d (#293)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 22:50:45 +02:00
Tyler Gillson
549a01b62e docs: fix langchain-chroma example (#298)
Signed-off-by: Tyler Gillson <tyler.gillson@gmail.com>
2023-05-18 22:50:21 +02:00
renovate[bot]
5a6d9d4e5b fix(deps): update github.com/nomic-ai/gpt4all/gpt4all-bindings/golang digest to 546600f (#276)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-18 21:12:42 +02:00
Sébastien Prud'homme
1a7587ee48 feat: add an environment variable to manage rebuild in Docker image (#290)
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2023-05-18 19:18:32 +02:00
Ettore Di Giacinto
cc9aa9eb3f feat: add /models/apply endpoint to prepare models (#286) 2023-05-18 15:59:03 +02:00
ci-robbot [bot]
5617e50ebc ⬆️ Update go-skynet/go-llama.cpp (#256)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-18 09:52:48 +02:00
ci-robbot [bot]
b83e8b950d ⬆️ Update nomic-ai/gpt4all (#252)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-18 09:52:35 +02:00
Ettore Di Giacinto
d15fc5371a docs: update README 2023-05-17 22:33:02 +02:00
Ettore Di Giacinto
3f739575d8 Minor fixes (#285) 2023-05-17 21:01:46 +02:00
ci-robbot [bot]
7e4616646f ⬆️ Update go-skynet/go-bert.cpp (#274)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 11:56:32 +02:00
renovate[bot]
44ffaf86ad fix(deps): update github.com/go-skynet/go-llama.cpp digest to b7bbefb (#243)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 11:52:54 +02:00
renovate[bot]
d096644c67 fix(deps): update github.com/go-skynet/go-gpt2.cpp digest to 7bff56f (#217)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 11:52:37 +02:00
renovate[bot]
1428600de4 fix(deps): update github.com/go-skynet/go-bert.cpp digest to cea1ed7 (#242)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 09:47:22 +02:00
renovate[bot]
17b18df600 fix(deps): update github.com/donomii/go-rwkv.cpp digest to 6fdd0c3 (#240)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 08:54:52 +02:00
renovate[bot]
cd81dbae1c fix(deps): update github.com/go-skynet/bloomz.cpp digest to e9366e8 (#227)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 08:17:05 +02:00
ci-robbot [bot]
76be06ed56 ⬆️ Update go-skynet/go-gpt2.cpp (#253)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 01:47:31 +02:00
renovate[bot]
c2026e01c0 fix(deps): update github.com/mudler/go-stable-diffusion digest to c0748ec (#275)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 01:44:14 +02:00
Ettore Di Giacinto
cdca286be1 docker: add openblas and opencv to images (#277) 2023-05-17 01:30:30 +02:00
ci-robbot [bot]
41de6efca9 ⬆️ Update ggerganov/whisper.cpp (#265)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2023-05-17 01:04:14 +02:00
renovate[bot]
63a4ccebdc fix(deps): update module github.com/onsi/ginkgo/v2 to v2.9.5 (#264)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-17 01:03:43 +02:00
renovate[bot]
9237c1e91d fix(deps): update github.com/ggerganov/whisper.cpp/bindings/go digest to 95b02d7 (#254)
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
2023-05-16 22:34:36 +02:00
Ettore Di Giacinto
9d051c5d4f feat: add image generation with ncnn-stablediffusion (#272) 2023-05-16 19:32:53 +02:00
Ettore Di Giacinto
acd03d15f2 feat: add support for cublas/openblas in the llama.cpp backend (#258) 2023-05-16 16:26:25 +02:00
Ettore Di Giacinto
a035de2fdd tests: add rwkv (#261) 2023-05-15 08:15:01 +02:00
Ettore Di Giacinto
76a1267799 bump: update whisper.cpp (#260) 2023-05-15 01:00:16 +02:00
Ettore Di Giacinto
e533b008d4 docs: update README 2023-05-14 18:09:26 +02:00
Ettore Di Giacinto
a4380228e3 docs: update README 2023-05-14 18:08:42 +02:00
103 changed files with 3478 additions and 1154 deletions

View File

@@ -1,3 +0,0 @@
ARG GO_VERSION=1.20
FROM mcr.microsoft.com/devcontainers/go:0-$GO_VERSION-bullseye
RUN apt-get update && apt-get install -y cmake

View File

@@ -1,46 +0,0 @@
// For format details, see https://aka.ms/devcontainer.json. For config options, see the
// README at: https://github.com/devcontainers/templates/tree/main/src/docker-existing-docker-compose
{
"name": "Existing Docker Compose (Extend)",
// Update the 'dockerComposeFile' list if you have more compose files or use different names.
// The .devcontainer/docker-compose.yml file contains any overrides you need/want to make.
"dockerComposeFile": [
"../docker-compose.yaml",
"docker-compose.yml"
],
// The 'service' property is the name of the service for the container that VS Code should
// use. Update this value and .devcontainer/docker-compose.yml to the real service name.
"service": "api",
// The optional 'workspaceFolder' property is the path VS Code should open by default when
// connected. This is typically a file mount in .devcontainer/docker-compose.yml
"workspaceFolder": "/workspace",
"features": {
"ghcr.io/devcontainers/features/go:1": {},
"ghcr.io/azutake/devcontainer-features/go-packages-install:0": {}
},
// Features to add to the dev container. More info: https://containers.dev/features.
// "features": {},
// Use 'forwardPorts' to make a list of ports inside the container available locally.
// "forwardPorts": [],
// Uncomment the next line if you want start specific services in your Docker Compose config.
// "runServices": [],
// Uncomment the next line if you want to keep your containers running after VS Code shuts down.
// "shutdownAction": "none",
// Uncomment the next line to run commands after the container is created.
"postCreateCommand": "make prepare"
// Configure tool-specific properties.
// "customizations": {},
// Uncomment to connect as an existing user other than the container default. More info: https://aka.ms/dev-containers-non-root.
// "remoteUser": "devcontainer"
}

View File

@@ -1,26 +0,0 @@
version: '3.6'
services:
# Update this to the name of the service you want to work with in your docker-compose.yml file
api:
# Uncomment if you want to override the service's Dockerfile to one in the .devcontainer
# folder. Note that the path of the Dockerfile and context is relative to the *primary*
# docker-compose.yml file (the first in the devcontainer.json "dockerComposeFile"
# array). The sample below assumes your primary file is in the root of your project.
#
build:
context: .
dockerfile: .devcontainer/Dockerfile
volumes:
# Update this to wherever you want VS Code to mount the folder of your project
- .:/workspace:cached
# Uncomment the next four lines if you will use a ptrace-based debugger like C++, Go, and Rust.
# cap_add:
# - SYS_PTRACE
# security_opt:
# - seccomp:unconfined
# Overrides default command so things don't shut down after the process ends.
command: /bin/sh -c "while sleep 1000; do :; done"

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@@ -1,2 +1,6 @@
.git
.idea
models
examples/chatbot-ui/models
examples/chatbot-ui/models
examples/rwkv/models
examples/**/models

27
.env
View File

@@ -1,5 +1,30 @@
## Set number of threads.
## Note: prefer the number of physical cores. Overbooking the CPU degrades performance notably.
# THREADS=14
## Specify a different bind address (defaults to ":8080")
# ADDRESS=127.0.0.1:8080
## Default models context size
# CONTEXT_SIZE=512
## Default path for models
MODELS_PATH=/models
## Enable debug mode
# DEBUG=true
# BUILD_TYPE=generic
## Specify a build type. Available: cublas, openblas.
# BUILD_TYPE=openblas
## Uncomment and set to false to disable rebuilding from source
# REBUILD=false
## Enable image generation with stablediffusion (requires REBUILD=true)
# GO_TAGS=stablediffusion
## Path where to store generated images
# IMAGE_PATH=/tmp
## Specify a default upload limit in MB (whisper)
# UPLOAD_LIMIT

31
.github/ISSUE_TEMPLATE/bug_report.md vendored Normal file
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@@ -0,0 +1,31 @@
---
name: Bug report
about: Create a report to help us improve
title: ''
labels: bug
assignees: mudler
---
<!-- 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. -->

8
.github/ISSUE_TEMPLATE/config.yml vendored Normal file
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@@ -0,0 +1,8 @@
blank_issues_enabled: false
contact_links:
- name: Community Support
url: https://github.com/go-skynet/LocalAI/discussions
about: Please ask and answer questions here.
- name: Discord
url: https://discord.gg/uJAeKSAGDy
about: Join our community on Discord!

View File

@@ -0,0 +1,22 @@
---
name: Feature request
about: Suggest an idea for this project
title: ''
labels: enhancement
assignees: mudler
---
<!-- 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. -->

23
.github/PULL_REQUEST_TEMPLATE.md vendored Normal file
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@@ -0,0 +1,23 @@
**Description**
This PR fixes #
**Notes for Reviewers**
**[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)**
- [ ] Yes, I signed my commits.
<!--
Thank you for contributing to LocalAI!
Contributing Conventions:
1. Include descriptive PR titles with [<component-name>] prepended.
2. Build and test your changes before submitting a PR.
3. Sign your commits
By following the community's contribution conventions upfront, the review process will
be accelerated and your PR merged more quickly.
-->

24
.github/release.yml vendored Normal file
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@@ -0,0 +1,24 @@
# .github/release.yml
changelog:
exclude:
labels:
- ignore-for-release
categories:
- title: Breaking Changes 🛠
labels:
- Semver-Major
- breaking-change
- title: "Bug fixes :bug:"
labels:
- bug
- title: Exciting New Features 🎉
labels:
- Semver-Minor
- enhancement
- title: 👒 Dependencies
labels:
- dependencies
- title: Other Changes
labels:
- "*"

18
.github/stale.yml vendored Normal file
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@@ -0,0 +1,18 @@
# Number of days of inactivity before an issue becomes stale
daysUntilStale: 45
# Number of days of inactivity before a stale issue is closed
daysUntilClose: 10
# Issues with these labels will never be considered stale
exemptLabels:
- issue/willfix
# Label to use when marking an issue as stale
staleLabel: issue/stale
# Comment to post when marking an issue as stale. Set to `false` to disable
markComment: >
This issue has been automatically marked as stale because it has not had
recent activity. It will be closed if no further activity occurs. Thank you
for your contributions.
# Comment to post when closing a stale issue. Set to `false` to disable
closeComment: >
This issue is being automatically closed due to inactivity.
However, you may choose to reopen this issue.

View File

@@ -9,14 +9,11 @@ jobs:
fail-fast: false
matrix:
include:
- repository: "go-skynet/go-gpt4all-j.cpp"
variable: "GOGPT4ALLJ_VERSION"
branch: "master"
- repository: "go-skynet/go-llama.cpp"
variable: "GOLLAMA_VERSION"
branch: "master"
- repository: "go-skynet/go-gpt2.cpp"
variable: "GOGPT2_VERSION"
- repository: "go-skynet/go-ggml-transformers.cpp"
variable: "GOGGMLTRANSFORMERS_VERSION"
branch: "master"
- repository: "donomii/go-rwkv.cpp"
variable: "RWKV_VERSION"
@@ -30,7 +27,7 @@ jobs:
- repository: "go-skynet/bloomz.cpp"
variable: "BLOOMZ_VERSION"
branch: "main"
- repository: "go-skynet/gpt4all"
- repository: "nomic-ai/gpt4all"
variable: "GPT4ALL_VERSION"
branch: "main"
runs-on: ubuntu-latest

View File

@@ -9,36 +9,71 @@ on:
tags:
- '*'
concurrency:
group: ci-${{ github.head_ref || github.ref }}-${{ github.repository }}
cancel-in-progress: true
jobs:
docker:
strategy:
matrix:
include:
- build-type: ''
platforms: 'linux/amd64,linux/arm64'
tag-latest: 'auto'
tag-suffix: ''
ffmpeg: ''
- build-type: 'cublas'
cuda-major-version: 11
cuda-minor-version: 7
platforms: 'linux/amd64'
tag-latest: 'false'
tag-suffix: '-cublas-cuda11'
ffmpeg: ''
- build-type: 'cublas'
cuda-major-version: 12
cuda-minor-version: 1
platforms: 'linux/amd64'
tag-latest: 'false'
tag-suffix: '-cublas-cuda12'
ffmpeg: ''
- build-type: ''
platforms: 'linux/amd64,linux/arm64'
tag-latest: 'false'
tag-suffix: '-ffmpeg'
ffmpeg: 'true'
- build-type: 'cublas'
cuda-major-version: 11
cuda-minor-version: 7
platforms: 'linux/amd64'
tag-latest: 'false'
tag-suffix: '-cublas-cuda11-ffmpeg'
ffmpeg: 'true'
- build-type: 'cublas'
cuda-major-version: 12
cuda-minor-version: 1
platforms: 'linux/amd64'
tag-latest: 'false'
tag-suffix: '-cublas-cuda12-ffmpeg'
ffmpeg: 'true'
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v3
- name: Prepare
id: prep
run: |
DOCKER_IMAGE=quay.io/go-skynet/local-ai
VERSION=master
SHORTREF=${GITHUB_SHA::8}
# If this is git tag, use the tag name as a docker tag
if [[ $GITHUB_REF == refs/tags/* ]]; then
VERSION=${GITHUB_REF#refs/tags/}
fi
TAGS="${DOCKER_IMAGE}:${VERSION},${DOCKER_IMAGE}:${SHORTREF}"
# If the VERSION looks like a version number, assume that
# this is the most recent version of the image and also
# tag it 'latest'.
if [[ $VERSION =~ ^v[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$ ]]; then
TAGS="$TAGS,${DOCKER_IMAGE}:latest"
fi
# Set output parameters.
echo ::set-output name=tags::${TAGS}
echo ::set-output name=docker_image::${DOCKER_IMAGE}
- name: Docker meta
id: meta
uses: docker/metadata-action@v4
with:
images: quay.io/go-skynet/local-ai
tags: |
type=ref,event=branch
type=semver,pattern={{raw}}
type=sha
flavor: |
latest=${{ matrix.tag-latest }}
suffix=${{ matrix.tag-suffix }}
- name: Set up QEMU
uses: docker/setup-qemu-action@master
@@ -56,23 +91,19 @@ jobs:
registry: quay.io
username: ${{ secrets.LOCALAI_REGISTRY_USERNAME }}
password: ${{ secrets.LOCALAI_REGISTRY_PASSWORD }}
- name: Build
if: github.event_name != 'pull_request'
- name: Build and push
uses: docker/build-push-action@v4
with:
builder: ${{ steps.buildx.outputs.name }}
build-args: |
BUILD_TYPE=${{ matrix.build-type }}
CUDA_MAJOR_VERSION=${{ matrix.cuda-major-version }}
CUDA_MINOR_VERSION=${{ matrix.cuda-minor-version }}
FFMPEG=${{ matrix.ffmpeg }}
context: .
file: ./Dockerfile
platforms: linux/amd64,linux/arm64
push: true
tags: ${{ steps.prep.outputs.tags }}
- name: Build PRs
if: github.event_name == 'pull_request'
uses: docker/build-push-action@v4
with:
builder: ${{ steps.buildx.outputs.name }}
context: .
file: ./Dockerfile
platforms: linux/amd64
push: false
tags: ${{ steps.prep.outputs.tags }}
platforms: ${{ matrix.platforms }}
push: ${{ github.event_name != 'pull_request' }}
tags: ${{ steps.meta.outputs.tags }}
labels: ${{ steps.meta.outputs.labels }}

79
.github/workflows/release.yaml vendored Normal file
View File

@@ -0,0 +1,79 @@
name: Build and Release
on: push
permissions:
contents: write
jobs:
build-linux:
strategy:
matrix:
include:
- build: 'avx2'
defines: ''
- build: 'avx'
defines: '-DLLAMA_AVX2=OFF'
- build: 'avx512'
defines: '-DLLAMA_AVX512=ON'
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v3
with:
submodules: true
- name: Dependencies
run: |
sudo apt-get update
sudo apt-get install build-essential ffmpeg
- name: Build
id: build
env:
CMAKE_ARGS: "${{ matrix.defines }}"
BUILD_ID: "${{ matrix.build }}"
run: |
STATIC=true make dist
- uses: actions/upload-artifact@v3
with:
name: ${{ matrix.build }}
path: release/
- name: Release
uses: softprops/action-gh-release@v1
if: startsWith(github.ref, 'refs/tags/')
with:
files: |
release/*
build-macOS:
strategy:
matrix:
include:
- build: 'avx2'
defines: ''
- build: 'avx'
defines: '-DLLAMA_AVX2=OFF'
- build: 'avx512'
defines: '-DLLAMA_AVX512=ON'
runs-on: macOS-latest
steps:
- name: Clone
uses: actions/checkout@v3
with:
submodules: true
- name: Build
id: build
env:
CMAKE_ARGS: "${{ matrix.defines }}"
BUILD_ID: "${{ matrix.build }}"
run: |
make dist
- uses: actions/upload-artifact@v3
with:
name: ${{ matrix.build }}
path: release/
- name: Release
uses: softprops/action-gh-release@v1
if: startsWith(github.ref, 'refs/tags/')
with:
files: |
release/*

View File

@@ -1,26 +0,0 @@
name: goreleaser
on:
push:
tags:
- 'v*'
jobs:
goreleaser:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v3
with:
fetch-depth: 0
- name: Set up Go
uses: actions/setup-go@v3
with:
go-version: 1.18
- name: Run GoReleaser
uses: goreleaser/goreleaser-action@v4
with:
version: latest
args: release --clean
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

View File

@@ -9,6 +9,10 @@ on:
tags:
- '*'
concurrency:
group: ci-tests-${{ github.head_ref || github.ref }}-${{ github.repository }}
cancel-in-progress: true
jobs:
ubuntu-latest:
runs-on: ubuntu-latest
@@ -35,10 +39,6 @@ jobs:
with:
submodules: true
- name: Dependencies
run: |
brew update
brew install sdl2 ffmpeg
- name: Test
run: |
make test
CMAKE_ARGS="-DLLAMA_F16C=OFF -DLLAMA_AVX512=OFF -DLLAMA_AVX2=OFF -DLLAMA_FMA=OFF" make test

15
.gitignore vendored
View File

@@ -1,9 +1,13 @@
# go-llama build artifacts
go-llama
go-gpt4all-j
gpt4all
go-stable-diffusion
go-ggml-transformers
go-gpt2
go-rwkv
whisper.cpp
bloomz
go-bert
# LocalAI build binary
LocalAI
@@ -14,6 +18,15 @@ local-ai
# Ignore models
models/*
test-models/
test-dir/
release/
# just in case
.DS_Store
.idea
# Generated during build
backend-assets/
/ggml-metal.metal

View File

@@ -1,15 +0,0 @@
# Make sure to check the documentation at http://goreleaser.com
project_name: local-ai
builds:
- ldflags:
- -w -s
env:
- CGO_ENABLED=0
goos:
- linux
- darwin
- windows
goarch:
- amd64
- arm64
binary: '{{ .ProjectName }}'

19
.vscode/launch.json vendored
View File

@@ -2,7 +2,20 @@
"version": "0.2.0",
"configurations": [
{
"name": "Launch Go",
"name": "Python: Current File",
"type": "python",
"request": "launch",
"program": "${file}",
"console": "integratedTerminal",
"justMyCode": false,
"cwd": "${workspaceFolder}/examples/langchain-chroma",
"env": {
"OPENAI_API_BASE": "http://localhost:8080/v1",
"OPENAI_API_KEY": "abc"
}
},
{
"name": "Launch LocalAI API",
"type": "go",
"request": "launch",
"mode": "debug",
@@ -11,8 +24,8 @@
"api"
],
"env": {
"C_INCLUDE_PATH": "/workspace/go-llama:/workspace/go-gpt4all-j:/workspace/go-gpt2",
"LIBRARY_PATH": "/workspace/go-llama:/workspace/go-gpt4all-j:/workspace/go-gpt2",
"C_INCLUDE_PATH": "${workspaceFolder}/go-llama:${workspaceFolder}/go-stable-diffusion/:${workspaceFolder}/gpt4all/gpt4all-bindings/golang/:${workspaceFolder}/go-gpt2:${workspaceFolder}/go-rwkv:${workspaceFolder}/whisper.cpp:${workspaceFolder}/go-bert:${workspaceFolder}/bloomz",
"LIBRARY_PATH": "${workspaceFolder}/go-llama:${workspaceFolder}/go-stable-diffusion/:${workspaceFolder}/gpt4all/gpt4all-bindings/golang/:${workspaceFolder}/go-gpt2:${workspaceFolder}/go-rwkv:${workspaceFolder}/whisper.cpp:${workspaceFolder}/go-bert:${workspaceFolder}/bloomz",
"DEBUG": "true"
}
}

View File

@@ -1,9 +1,70 @@
ARG GO_VERSION=1.20
ARG BUILD_TYPE=
FROM golang:$GO_VERSION
ARG GO_VERSION=1.20-bullseye
FROM golang:$GO_VERSION as requirements
ARG BUILD_TYPE
ARG CUDA_MAJOR_VERSION=11
ARG CUDA_MINOR_VERSION=7
ENV BUILD_TYPE=${BUILD_TYPE}
RUN apt-get update && \
apt-get install -y ca-certificates cmake curl patch
# CuBLAS requirements
RUN if [ "${BUILD_TYPE}" = "cublas" ]; then \
apt-get install -y software-properties-common && \
apt-add-repository contrib && \
curl -O https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.0-1_all.deb && \
dpkg -i cuda-keyring_1.0-1_all.deb && \
rm -f cuda-keyring_1.0-1_all.deb && \
apt-get update && \
apt-get install -y cuda-nvcc-${CUDA_MAJOR_VERSION}-${CUDA_MINOR_VERSION} libcublas-dev-${CUDA_MAJOR_VERSION}-${CUDA_MINOR_VERSION} \
; fi
ENV PATH /usr/local/cuda/bin:${PATH}
# OpenBLAS requirements
RUN apt-get install -y libopenblas-dev
# Stable Diffusion requirements
RUN apt-get install -y libopencv-dev && \
ln -s /usr/include/opencv4/opencv2 /usr/include/opencv2
FROM requirements as builder
ARG GO_TAGS=stablediffusion
ENV GO_TAGS=${GO_TAGS}
ENV NVIDIA_DRIVER_CAPABILITIES=compute,utility
ENV NVIDIA_REQUIRE_CUDA="cuda>=${CUDA_MAJOR_VERSION}.0"
ENV NVIDIA_VISIBLE_DEVICES=all
WORKDIR /build
RUN apt-get update && apt-get install -y cmake
COPY . .
RUN make build
FROM requirements
ARG FFMPEG
ENV REBUILD=true
ENV HEALTHCHECK_ENDPOINT=http://localhost:8080/readyz
# Add FFmpeg
RUN if [ "${FFMPEG}" = "true" ]; then \
apt-get install -y ffmpeg \
; fi
WORKDIR /build
COPY . .
RUN make prepare-sources
COPY --from=builder /build/local-ai ./
# Define the health check command
HEALTHCHECK --interval=1m --timeout=10m --retries=10 \
CMD curl -f $HEALTHCHECK_ENDPOINT || exit 1
EXPOSE 8080
ENTRYPOINT [ "/build/entrypoint.sh" ]
ENTRYPOINT [ "/build/entrypoint.sh" ]

View File

@@ -1,14 +0,0 @@
ARG GO_VERSION=1.20
ARG DEBIAN_VERSION=11
ARG BUILD_TYPE=
FROM golang:$GO_VERSION as builder
WORKDIR /build
RUN apt-get update && apt-get install -y cmake
COPY . .
RUN make build
FROM debian:$DEBIAN_VERSION
COPY --from=builder /build/local-ai /usr/bin/local-ai
EXPOSE 8080
ENTRYPOINT [ "/usr/bin/local-ai" ]

View File

@@ -1,6 +1,6 @@
MIT License
Copyright (c) 2023 go-skynet authors
Copyright (c) 2023 Ettore Di Giacinto
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal

187
Makefile
View File

@@ -3,35 +3,60 @@ GOTEST=$(GOCMD) test
GOVET=$(GOCMD) vet
BINARY_NAME=local-ai
GOLLAMA_VERSION?=eb99b5438787cbd687682da445e879e02bfeaa07
GPT4ALL_REPO?=https://github.com/go-skynet/gpt4all
GPT4ALL_VERSION?=a330bfe26e9e35ca402e16df18973a3b162fb4db
GOGPT2_VERSION?=92421a8cf61ed6e03babd9067af292b094cb1307
GOLLAMA_VERSION?=7ad833b67070fd3ec46d838f5e38d21111013f98
GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all
GPT4ALL_VERSION?=fd419caa551bd5e72d7e6b21bc9d9bda6500dc16
GOGGMLTRANSFORMERS_VERSION?=32b9223ccdb195c652fae341046a7e1ce0cc2571
RWKV_REPO?=https://github.com/donomii/go-rwkv.cpp
RWKV_VERSION?=07166da10cb2a9e8854395a4f210464dcea76e47
WHISPER_CPP_VERSION?=1d17cd5bb37a3212679d6055ad69ba5a8d58eb71
BERT_VERSION?=33118e0da50318101408986b86a331daeb4a6658
BLOOMZ_VERSION?=e9366e82abdfe70565644fbfae9651976714efd1
RWKV_VERSION?=930a774fa0152426ed2279cb1005b3490bb0eba6
WHISPER_CPP_VERSION?=57543c169e27312e7546d07ed0d8c6eb806ebc36
BERT_VERSION?=6069103f54b9969c02e789d0fb12a23bd614285f
BLOOMZ_VERSION?=1834e77b83faafe912ad4092ccf7f77937349e2f
export BUILD_TYPE?=
CGO_LDFLAGS?=
CUDA_LIBPATH?=/usr/local/cuda/lib64/
STABLEDIFFUSION_VERSION?=d89260f598afb809279bc72aa0107b4292587632
GO_TAGS?=
BUILD_ID?=git
LD_FLAGS=?=
OPTIONAL_TARGETS?=
OS := $(shell uname -s)
ARCH := $(shell uname -m)
GREEN := $(shell tput -Txterm setaf 2)
YELLOW := $(shell tput -Txterm setaf 3)
WHITE := $(shell tput -Txterm setaf 7)
CYAN := $(shell tput -Txterm setaf 6)
RESET := $(shell tput -Txterm sgr0)
C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-stable-diffusion/:$(shell pwd)/gpt4all/gpt4all-bindings/golang/:$(shell pwd)/go-ggml-transformers:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
# Use this if you want to set the default behavior
ifndef BUILD_TYPE
BUILD_TYPE:=default
ifeq ($(BUILD_TYPE),openblas)
CGO_LDFLAGS+=-lopenblas
endif
ifeq ($(BUILD_TYPE), "generic")
GENERIC_PREFIX:=generic-
else
GENERIC_PREFIX:=
ifeq ($(BUILD_TYPE),cublas)
CGO_LDFLAGS+=-lcublas -lcudart -L$(CUDA_LIBPATH)
export LLAMA_CUBLAS=1
endif
ifeq ($(BUILD_TYPE),metal)
CGO_LDFLAGS+=-framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders
export LLAMA_METAL=1
endif
ifeq ($(BUILD_TYPE),clblas)
CGO_LDFLAGS+=-lOpenCL -lclblast
endif
# glibc-static or glibc-devel-static required
ifeq ($(STATIC),true)
LD_FLAGS=-linkmode external -extldflags -static
endif
ifeq ($(GO_TAGS),stablediffusion)
OPTIONAL_TARGETS+=go-stable-diffusion/libstablediffusion.a
endif
.PHONY: all test build vendor
@@ -43,21 +68,20 @@ gpt4all:
git clone --recurse-submodules $(GPT4ALL_REPO) gpt4all
cd gpt4all && git checkout -b build $(GPT4ALL_VERSION) && git submodule update --init --recursive --depth 1
# This is hackish, but needed as both go-llama and go-gpt4allj have their own version of ggml..
@find ./gpt4all -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gptj_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gptj_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gptj_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_/gptj_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/gpt_/gptj_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/set_console_color/set_gptj_console_color/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/set_console_color/set_gptj_console_color/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/llama_/gptjllama_/g' {} +
@find ./gpt4all -type f -name "*.go" -exec sed -i'' -e 's/llama_/gptjllama_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/llama_/gptjllama_/g' {} +
@find ./gpt4all -type f -name "*.txt" -exec sed -i'' -e 's/llama_/gptjllama_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gptj_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/void replace/void json_gptj_replace/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/::replace/::json_gptj_replace/g' {} +
mv ./gpt4all/gpt4all-backend/llama.cpp/llama_util.h ./gpt4all/gpt4all-backend/llama.cpp/gptjllama_util.h
@find ./gpt4all -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.m" -exec sed -i'' -e 's/ggml_/ggml_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.c" -exec sed -i'' -e 's/llama_/llama_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.cpp" -exec sed -i'' -e 's/llama_/llama_gpt4all_/g' {} +
@find ./gpt4all -type f -name "*.h" -exec sed -i'' -e 's/llama_/llama_gpt4all_/g' {} +
@find ./gpt4all/gpt4all-backend -type f -name "llama_util.h" -execdir mv {} "llama_gpt4all_util.h" \;
@find ./gpt4all -type f -name "*.cmake" -exec sed -i'' -e 's/llama_util/llama_gpt4all_util/g' {} +
@find ./gpt4all -type f -name "*.txt" -exec sed -i'' -e 's/llama_util/llama_gpt4all_util/g' {} +
@find ./gpt4all/gpt4all-bindings/golang -type f -name "*.cpp" -exec sed -i'' -e 's/load_model/load_gpt4all_model/g' {} +
@find ./gpt4all/gpt4all-bindings/golang -type f -name "*.go" -exec sed -i'' -e 's/load_model/load_gpt4all_model/g' {} +
@find ./gpt4all/gpt4all-bindings/golang -type f -name "*.h" -exec sed -i'' -e 's/load_model/load_gpt4all_model/g' {} +
## BERT embeddings
go-bert:
@@ -67,6 +91,14 @@ go-bert:
@find ./go-bert -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_bert_/g' {} +
@find ./go-bert -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_bert_/g' {} +
## stable diffusion
go-stable-diffusion:
git clone --recurse-submodules https://github.com/mudler/go-stable-diffusion go-stable-diffusion
cd go-stable-diffusion && git checkout -b build $(STABLEDIFFUSION_VERSION) && git submodule update --init --recursive --depth 1
go-stable-diffusion/libstablediffusion.a:
$(MAKE) -C go-stable-diffusion libstablediffusion.a
## RWKV
go-rwkv:
git clone --recurse-submodules $(RWKV_REPO) go-rwkv
@@ -76,7 +108,7 @@ go-rwkv:
@find ./go-rwkv -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_rwkv_/g' {} +
go-rwkv/librwkv.a: go-rwkv
cd go-rwkv && cd rwkv.cpp && cmake . -DRWKV_BUILD_SHARED_LIBRARY=OFF && cmake --build . && cp librwkv.a .. && cp ggml/src/libggml.a ..
cd go-rwkv && cd rwkv.cpp && cmake . -DRWKV_BUILD_SHARED_LIBRARY=OFF && cmake --build . && cp librwkv.a ..
## bloomz
bloomz:
@@ -86,6 +118,8 @@ bloomz:
@find ./bloomz -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_bloomz_/g' {} +
@find ./bloomz -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_/gpt_bloomz_/g' {} +
@find ./bloomz -type f -name "*.h" -exec sed -i'' -e 's/gpt_/gpt_bloomz_/g' {} +
@find ./bloomz -type f -name "*.cpp" -exec sed -i'' -e 's/void replace/void json_bloomz_replace/g' {} +
@find ./bloomz -type f -name "*.cpp" -exec sed -i'' -e 's/::replace/::json_bloomz_replace/g' {} +
bloomz/libbloomz.a: bloomz
cd bloomz && make libbloomz.a
@@ -93,31 +127,40 @@ bloomz/libbloomz.a: bloomz
go-bert/libgobert.a: go-bert
$(MAKE) -C go-bert libgobert.a
backend-assets/gpt4all: gpt4all/gpt4all-bindings/golang/libgpt4all.a
mkdir -p backend-assets/gpt4all
@cp gpt4all/gpt4all-bindings/golang/buildllm/*.so backend-assets/gpt4all/ || true
@cp gpt4all/gpt4all-bindings/golang/buildllm/*.dylib backend-assets/gpt4all/ || true
@cp gpt4all/gpt4all-bindings/golang/buildllm/*.dll backend-assets/gpt4all/ || true
gpt4all/gpt4all-bindings/golang/libgpt4all.a: gpt4all
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ $(GENERIC_PREFIX)libgpt4all.a
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ libgpt4all.a
## CEREBRAS GPT
go-gpt2:
git clone --recurse-submodules https://github.com/go-skynet/go-gpt2.cpp go-gpt2
cd go-gpt2 && git checkout -b build $(GOGPT2_VERSION) && git submodule update --init --recursive --depth 1
go-ggml-transformers:
git clone --recurse-submodules https://github.com/go-skynet/go-ggml-transformers.cpp go-ggml-transformers
cd go-ggml-transformers && git checkout -b build $(GOGPT2_VERSION) && git submodule update --init --recursive --depth 1
# This is hackish, but needed as both go-llama and go-gpt4allj have their own version of ggml..
@find ./go-gpt2 -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-gpt2 -type f -name "*.h" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-gpt2 -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_gpt2_/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_print_usage/gpt2_print_usage/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_params_parse/gpt2_params_parse/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-ggml-transformers -type f -name "*.h" -exec sed -i'' -e 's/gpt_random_prompt/gpt2_random_prompt/g' {} +
@find ./go-ggml-transformers -type f -name "*.cpp" -exec sed -i'' -e 's/json_/json_gpt2_/g' {} +
go-gpt2/libgpt2.a: go-gpt2
$(MAKE) -C go-gpt2 $(GENERIC_PREFIX)libgpt2.a
go-ggml-transformers/libtransformers.a: go-ggml-transformers
$(MAKE) -C go-ggml-transformers libtransformers.a
whisper.cpp:
git clone https://github.com/ggerganov/whisper.cpp.git
cd whisper.cpp && git checkout -b build $(WHISPER_CPP_VERSION) && git submodule update --init --recursive --depth 1
@find ./whisper.cpp -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
@find ./whisper.cpp -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
@find ./whisper.cpp -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_whisper_/g' {} +
whisper.cpp/libwhisper.a: whisper.cpp
cd whisper.cpp && make libwhisper.a
@@ -127,68 +170,88 @@ go-llama:
cd go-llama && git checkout -b build $(GOLLAMA_VERSION) && git submodule update --init --recursive --depth 1
go-llama/libbinding.a: go-llama
$(MAKE) -C go-llama $(GENERIC_PREFIX)libbinding.a
$(MAKE) -C go-llama BUILD_TYPE=$(BUILD_TYPE) libbinding.a
replace:
$(GOCMD) mod edit -replace github.com/go-skynet/go-llama.cpp=$(shell pwd)/go-llama
$(GOCMD) mod edit -replace github.com/nomic/gpt4all/gpt4all-bindings/golang=$(shell pwd)/gpt4all/gpt4all-bindings/golang
$(GOCMD) mod edit -replace github.com/go-skynet/go-gpt2.cpp=$(shell pwd)/go-gpt2
$(GOCMD) mod edit -replace github.com/nomic-ai/gpt4all/gpt4all-bindings/golang=$(shell pwd)/gpt4all/gpt4all-bindings/golang
$(GOCMD) mod edit -replace github.com/go-skynet/go-ggml-transformers.cpp=$(shell pwd)/go-ggml-transformers
$(GOCMD) mod edit -replace github.com/donomii/go-rwkv.cpp=$(shell pwd)/go-rwkv
$(GOCMD) mod edit -replace github.com/ggerganov/whisper.cpp=$(shell pwd)/whisper.cpp
$(GOCMD) mod edit -replace github.com/go-skynet/go-bert.cpp=$(shell pwd)/go-bert
$(GOCMD) mod edit -replace github.com/go-skynet/bloomz.cpp=$(shell pwd)/bloomz
$(GOCMD) mod edit -replace github.com/mudler/go-stable-diffusion=$(shell pwd)/go-stable-diffusion
prepare-sources: go-llama go-gpt2 gpt4all go-rwkv whisper.cpp go-bert bloomz replace
prepare-sources: go-llama go-ggml-transformers gpt4all go-rwkv whisper.cpp go-bert bloomz go-stable-diffusion replace
$(GOCMD) mod download
## GENERIC
rebuild: ## Rebuilds the project
$(MAKE) -C go-llama clean
$(MAKE) -C gpt4all/gpt4all-bindings/golang/ clean
$(MAKE) -C go-gpt2 clean
$(MAKE) -C go-ggml-transformers clean
$(MAKE) -C go-rwkv clean
$(MAKE) -C whisper.cpp clean
$(MAKE) -C go-stable-diffusion clean
$(MAKE) -C go-bert clean
$(MAKE) -C bloomz clean
$(MAKE) build
prepare: prepare-sources gpt4all/gpt4all-bindings/golang/libgpt4all.a go-llama/libbinding.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a ## Prepares for building
prepare: prepare-sources backend-assets/gpt4all $(OPTIONAL_TARGETS) go-llama/libbinding.a go-bert/libgobert.a go-ggml-transformers/libtransformers.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a ## Prepares for building
clean: ## Remove build related file
rm -fr ./go-llama
rm -rf ./gpt4all
rm -rf ./go-gpt2
rm -rf ./go-stable-diffusion
rm -rf ./go-ggml-transformers
rm -rf ./backend-assets
rm -rf ./go-rwkv
rm -rf ./go-bert
rm -rf ./bloomz
rm -rf ./whisper.cpp
rm -rf $(BINARY_NAME)
rm -rf release/
## Build:
build: prepare ## Build the project
$(info ${GREEN}I local-ai build info:${RESET})
$(info ${GREEN}I BUILD_TYPE: ${YELLOW}$(BUILD_TYPE)${RESET})
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) build -x -o $(BINARY_NAME) ./
$(info ${GREEN}I GO_TAGS: ${YELLOW}$(GO_TAGS)${RESET})
CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o $(BINARY_NAME) ./
ifeq ($(BUILD_TYPE),metal)
cp go-llama/build/bin/ggml-metal.metal .
endif
dist: build
mkdir -p release
cp $(BINARY_NAME) release/$(BINARY_NAME)-$(BUILD_ID)-$(OS)-$(ARCH)
generic-build: ## Build the project using generic
BUILD_TYPE="generic" $(MAKE) build
## Run
run: prepare ## run local-ai
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) run ./main.go
CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} $(GOCMD) run ./
test-models/testmodel:
mkdir test-models
mkdir test-dir
wget https://huggingface.co/concedo/cerebras-111M-ggml/resolve/main/cerberas-111m-q4_0.bin -O test-models/testmodel
wget https://huggingface.co/nnakasato/ggml-model-test/resolve/main/ggml-model-q4.bin -O test-models/testmodel
wget https://huggingface.co/ggerganov/whisper.cpp/resolve/main/ggml-base.en.bin -O test-models/whisper-en
wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O test-models/bert
wget https://cdn.openai.com/whisper/draft-20220913a/micro-machines.wav -O test-dir/audio.wav
cp tests/fixtures/* test-models
wget https://huggingface.co/mudler/rwkv-4-raven-1.5B-ggml/resolve/main/RWKV-4-Raven-1B5-v11-Eng99%2525-Other1%2525-20230425-ctx4096_Q4_0.bin -O test-models/rwkv
wget https://raw.githubusercontent.com/saharNooby/rwkv.cpp/5eb8f09c146ea8124633ab041d9ea0b1f1db4459/rwkv/20B_tokenizer.json -O test-models/rwkv.tokenizer.json
cp tests/models_fixtures/* test-models
test: prepare test-models/testmodel
cp tests/fixtures/* test-models
@C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo -v -r ./api
cp -r backend-assets api
cp tests/models_fixtures/* test-models
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="!gpt4all && !llama" --flake-attempts 5 -v -r ./api ./pkg
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="gpt4all" --flake-attempts 5 -v -r ./api ./pkg
C_INCLUDE_PATH=${C_INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="llama" --flake-attempts 5 -v -r ./api ./pkg
## Help:
help: ## Show this help.

593
README.md
View File

@@ -9,37 +9,33 @@
[![](https://dcbadge.vercel.app/api/server/uJAeKSAGDy?style=flat-square&theme=default-inverted)](https://discord.gg/uJAeKSAGDy)
**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 drop-in replacement REST API thats compatible with OpenAI API specifications for local inferencing. It allows you to run LLMs (and not only) locally or on-prem with consumer grade hardware, supporting multiple model families that are compatible with the ggml format. Does not require GPU.
- OpenAI compatible API
- Supports multiple models
For a list of the supported model families, please see [the model compatibility table](https://localai.io/model-compatibility/index.html#model-compatibility-table).
In a nutshell:
- Local, OpenAI drop-in alternative REST API. You own your data.
- NO GPU required. NO Internet access is required either. Optional, GPU Acceleration is available in `llama.cpp`-compatible LLMs. [See building instructions](https://localai.io/basics/build/index.html).
- Supports multiple models, Audio transcription, Text generation with GPTs, Image generation with stable diffusion (experimental)
- Once loaded the first time, it keep models loaded in memory for faster inference
- Support for prompt templates
- Doesn't shell-out, but uses C bindings for a faster inference and better performance.
- Doesn't shell-out, but uses C++ bindings for a faster inference and better performance.
LocalAI is a community-driven project, focused on making the AI accessible 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).
LocalAI was created by [Ettore Di Giacinto](https://github.com/mudler/) and is a community-driven project, focused on making the AI accessible to anyone. Any contribution, feedback and PR is welcome!
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.
| [ChatGPT OSS alternative](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui) | [Image generation](https://localai.io/api-endpoints/index.html#image-generation) |
|------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|
| ![Screenshot from 2023-04-26 23-59-55](https://user-images.githubusercontent.com/2420543/234715439-98d12e03-d3ce-4f94-ab54-2b256808e05e.png) | ![b6441997879](https://github.com/go-skynet/LocalAI/assets/2420543/d50af51c-51b7-4f39-b6c2-bf04c403894c) |
See [examples on how to integrate LocalAI](https://github.com/go-skynet/LocalAI/tree/master/examples/).
See the [Getting started](https://localai.io/basics/getting_started/index.html) and [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/) sections to learn how to use LocalAI. For a list of curated models check out the [model gallery](https://localai.io/models/).
## News
- 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 )
- 🔥🔥🔥 06-06-2023: **v1.18.0**: Many updates, new features, and much more 🚀, check out the [Changelog](https://localai.io/basics/news/index.html#-06-06-2023-__v1180__-)!
- 29-05-2023: LocalAI now has a website, [https://localai.io](https://localai.io)! check the news in the [dedicated section](https://localai.io/basics/news/index.html)!
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
For latest news, follow also on Twitter [@LocalAI_API](https://twitter.com/LocalAI_API) and [@mudler_it](https://twitter.com/mudler_it)
## Contribute and help
@@ -53,77 +49,11 @@ To help the project you can:
- 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.
### Model compatibility table
<details>
| Backend | Compatible models | Completion/Chat endpoint | Audio transcription | Embeddings support | Token stream support | Github | Bindings |
|-----------------|-----------------------|--------------------------|---------------------|-----------------------------------|----------------------|--------------------------------------------|-------------------------------------------|
| 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).
Check out the [Getting started](https://localai.io/basics/getting_started/index.html) section. Here below you will find generic, quick instructions to get ready and use LocalAI.
The easiest way to run LocalAI is by using `docker-compose`:
The easiest way to run LocalAI is by using `docker-compose` (to build locally, see [building LocalAI](https://localai.io/basics/build/index.html)):
```bash
@@ -141,7 +71,9 @@ cp your-model.bin models/
# vim .env
# start with docker-compose
docker-compose up -d --build
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
@@ -177,8 +109,9 @@ cp -rf prompt-templates/ggml-gpt4all-j.tmpl models/
# vim .env
# start with docker-compose
docker-compose up -d --build
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
# {"object":"list","data":[{"id":"ggml-gpt4all-j","object":"model"}]}
@@ -193,186 +126,6 @@ curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/jso
```
</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 ..
36465214 -rw-r--r-- 1 mudler mudler 10 Apr 27 07:46 completion.tmpl
36464855 -rw-r--r-- 1 mudler mudler 3.6G Apr 27 00:08 ggml-gpt4all-j
36464537 -rw-r--r-- 1 mudler mudler 245 May 3 10:42 gpt-3.5-turbo.yaml
36467388 -rw-r--r-- 1 mudler mudler 180 Apr 27 07:46 gpt4all.tmpl
```
In the `gpt-3.5-turbo.yaml` file it is defined the `gpt-3.5-turbo` model which is an alias to use `gpt4all-j` with pre-defined options.
For instance, consider the following that declares `gpt-3.5-turbo` backed by the `ggml-gpt4all-j` model:
```yaml
name: gpt-3.5-turbo
# Default model parameters
parameters:
# Relative to the models path
model: ggml-gpt4all-j
# temperature
temperature: 0.3
# all the OpenAI request options here..
# Default context size
context_size: 512
threads: 10
# Define a backend (optional). By default it will try to guess the backend the first time the model is interacted with.
backend: gptj # available: llama, stablelm, gpt2, gptj rwkv
# stopwords (if supported by the backend)
stopwords:
- "HUMAN:"
- "### Response:"
# define chat roles
roles:
user: "HUMAN:"
system: "GPT:"
template:
# template file ".tmpl" with the prompt template to use by default on the endpoint call. Note there is no extension in the files
completion: completion
chat: ggml-gpt4all-j
```
Specifying a `config-file` via CLI allows to declare models in a single file as a list, for instance:
```yaml
- name: list1
parameters:
model: testmodel
context_size: 512
threads: 10
stopwords:
- "HUMAN:"
- "### Response:"
roles:
user: "HUMAN:"
system: "GPT:"
template:
completion: completion
chat: ggml-gpt4all-j
- name: list2
parameters:
model: testmodel
context_size: 512
threads: 10
stopwords:
- "HUMAN:"
- "### Response:"
roles:
user: "HUMAN:"
system: "GPT:"
template:
completion: completion
chat: ggml-gpt4all-j
```
See also [chatbot-ui](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui) as an example on how to use config files.
</details>
### Prompt templates
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.
<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:
```
The below instruction describes a task. Write a response that appropriately completes the request.
### Instruction:
{{.Input}}
### Response:
```
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.
For the edit endpoint, an example template for alpaca-based models can be:
```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.
### Instruction:
{{.Instruction}}
### Input:
{{.Input}}
### Response:
```
</details>
### CLI
You can control LocalAI with command line arguments, to specify a binding address, or the number of threads.
<details>
Usage:
```
local-ai --models-path <model_path> [--address <address>] [--threads <num_threads>]
```
| Parameter | Environment Variable | Default Value | Description |
| ------------ | -------------------- | ------------- | -------------------------------------- |
| models-path | MODELS_PATH | | The path where you have models (ending with `.bin`). |
| threads | THREADS | Number of Physical cores | The number of threads to use for text generation. |
| address | ADDRESS | :8080 | The address and port to listen on. |
| context-size | CONTEXT_SIZE | 512 | Default token context size. |
| debug | DEBUG | false | Enable debug mode. |
| 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).
### Docker
<details>
Example of starting the API with `docker`:
```bash
docker run -p 8080:8080 -ti --rm quay.io/go-skynet/local-ai:latest --models-path /path/to/models --context-size 700 --threads 4
```
You should see:
```
┌───────────────────────────────────────────────────┐
│ Fiber v2.42.0 │
│ http://127.0.0.1:8080 │
│ (bound on host 0.0.0.0 and port 8080) │
│ │
│ Handlers ............. 1 Processes ........... 1 │
│ Prefork ....... Disabled PID ................. 1 │
└───────────────────────────────────────────────────┘
```
</details>
### Build locally
@@ -382,8 +135,8 @@ In order to build the `LocalAI` container image locally you can use `docker`:
```
# build the image
docker build -t LocalAI .
docker run LocalAI
docker build -t localai .
docker run localai
```
Or you can build the binary with `make`:
@@ -394,274 +147,19 @@ make build
</details>
### Build on mac
Building on Mac (M1 or M2) works, but you may need to install some prerequisites using `brew`.
<details>
The below has been tested by one mac user and found to work. Note that this doesn't use docker to run the server:
```
# install build dependencies
brew install cmake
brew install go
# clone the repo
git clone https://github.com/go-skynet/LocalAI.git
cd LocalAI
# build the binary
make build
# Download gpt4all-j to models/
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# Use a template from the examples
cp -rf prompt-templates/ggml-gpt4all-j.tmpl models/
# Run LocalAI
./local-ai --models-path ./models/ --debug
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{
"model": "ggml-gpt4all-j",
"messages": [{"role": "user", "content": "How are you?"}],
"temperature": 0.9
}'
```
</details>
### Windows compatibility
It should work, however you need to make sure you give enough resources to the container. See https://github.com/go-skynet/LocalAI/issues/2
See the [build section](https://localai.io/basics/build/index.html) in our documentation for detailed instructions.
### Run LocalAI in Kubernetes
LocalAI can be installed inside Kubernetes with helm.
LocalAI can be installed inside Kubernetes with helm. See [installation instructions](https://localai.io/basics/getting_started/index.html#run-localai-in-kubernetes).
<details>
## Supported API endpoints
1. Add the helm repo
```bash
helm repo add go-skynet https://go-skynet.github.io/helm-charts/
```
1. Create a values files with your settings:
```bash
cat <<EOF > values.yaml
deployment:
image: quay.io/go-skynet/local-ai:latest
env:
threads: 4
contextSize: 1024
modelsPath: "/models"
# Optionally create a PVC, mount the PV to the LocalAI Deployment,
# and download a model to prepopulate the models directory
modelsVolume:
enabled: true
url: "https://gpt4all.io/models/ggml-gpt4all-j.bin"
pvc:
size: 6Gi
accessModes:
- ReadWriteOnce
auth:
# Optional value for HTTP basic access authentication header
basic: "" # 'username:password' base64 encoded
service:
type: ClusterIP
annotations: {}
# If using an AWS load balancer, you'll need to override the default 60s load balancer idle timeout
# service.beta.kubernetes.io/aws-load-balancer-connection-idle-timeout: "1200"
EOF
```
3. Install the helm chart:
```bash
helm repo update
helm install local-ai go-skynet/local-ai -f values.yaml
```
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:
```
curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{
"model": "ggml-koala-7b-model-q4_0-r2.bin",
"messages": [{"role": "user", "content": "Say this is a test!"}],
"temperature": 0.7
}'
```
Available additional parameters: `top_p`, `top_k`, `max_tokens`
</details>
### Edit completions
<details>
To generate an edit completion you can send a POST request to the `/v1/edits` endpoint with the instruction as the request body:
```
curl http://localhost:8080/v1/edits -H "Content-Type: application/json" -d '{
"model": "ggml-koala-7b-model-q4_0-r2.bin",
"instruction": "rephrase",
"input": "Black cat jumped out of the window",
"temperature": 0.7
}'
```
Available additional parameters: `top_p`, `top_k`, `max_tokens`.
</details>
### Completions
<details>
To generate a completion, you can send a POST request to the `/v1/completions` endpoint with the instruction as per the request body:
```
curl http://localhost:8080/v1/completions -H "Content-Type: application/json" -d '{
"model": "ggml-koala-7b-model-q4_0-r2.bin",
"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:
```
wget --quiet --show-progress -O gb1.ogg https://upload.wikimedia.org/wikipedia/commons/1/1f/George_W_Bush_Columbia_FINAL.ogg
curl http://localhost:8080/v1/audio/transcriptions -H "Content-Type: multipart/form-data" -F file="@$PWD/gb1.ogg" -F model="whisper-1"
{"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>
See the [list of the supported API endpoints](https://localai.io/api-endpoints/index.html) and how to configure image generation and audio transcription.
## 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>
See [the FAQ](https://localai.io/faq/index.html) section for a list of common questions.
## Projects already using LocalAI to run local models
@@ -670,11 +168,9 @@ Feel free to open up a PR to get your project listed!
- [Kairos](https://github.com/kairos-io/kairos)
- [k8sgpt](https://github.com/k8sgpt-ai/k8sgpt#running-local-models)
- [Spark](https://github.com/cedriking/spark)
## Blog posts and other articles
- https://medium.com/@tyler_97636/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65
- https://kairos.io/docs/examples/localai/
- [autogpt4all](https://github.com/aorumbayev/autogpt4all)
- [Mods](https://github.com/charmbracelet/mods)
- [Flowise](https://github.com/FlowiseAI/Flowise)
## Short-term roadmap
@@ -695,24 +191,25 @@ Feel free to open up a PR to get your project listed!
## 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
## Golang bindings used
## Author
- [go-skynet/go-llama.cpp](https://github.com/go-skynet/go-llama.cpp)
- [go-skynet/go-gpt4all-j.cpp](https://github.com/go-skynet/go-gpt4all-j.cpp)
- [go-skynet/go-gpt2.cpp](https://github.com/go-skynet/go-gpt2.cpp)
- [go-skynet/go-bert.cpp](https://github.com/go-skynet/go-bert.cpp)
- [donomii/go-rwkv.cpp](https://github.com/donomii/go-rwkv.cpp)
Ettore Di Giacinto and others
## Acknowledgements
LocalAI couldn't have been built without the help of great software already available from the community. Thank you!
- [llama.cpp](https://github.com/ggerganov/llama.cpp)
- https://github.com/tatsu-lab/stanford_alpaca
- https://github.com/cornelk/llama-go for the initial ideas
- https://github.com/antimatter15/alpaca.cpp for the light model version (this is compatible and tested only with that checkpoint model!)
- https://github.com/antimatter15/alpaca.cpp
- https://github.com/EdVince/Stable-Diffusion-NCNN
- https://github.com/ggerganov/whisper.cpp
- https://github.com/saharNooby/rwkv.cpp
## Contributors

View File

@@ -3,7 +3,7 @@ package api
import (
"errors"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/go-skynet/LocalAI/pkg/assets"
"github.com/gofiber/fiber/v2"
"github.com/gofiber/fiber/v2/middleware/cors"
"github.com/gofiber/fiber/v2/middleware/logger"
@@ -12,16 +12,18 @@ import (
"github.com/rs/zerolog/log"
)
func App(configFile string, loader *model.ModelLoader, uploadLimitMB, threads, ctxSize int, f16 bool, debug, disableMessage bool) *fiber.App {
func App(opts ...AppOption) (*fiber.App, error) {
options := newOptions(opts...)
zerolog.SetGlobalLevel(zerolog.InfoLevel)
if debug {
if options.debug {
zerolog.SetGlobalLevel(zerolog.DebugLevel)
}
// Return errors as JSON responses
app := fiber.New(fiber.Config{
BodyLimit: uploadLimitMB * 1024 * 1024, // this is the default limit of 4MB
DisableStartupMessage: disableMessage,
BodyLimit: options.uploadLimitMB * 1024 * 1024, // this is the default limit of 4MB
DisableStartupMessage: options.disableMessage,
// Override default error handler
ErrorHandler: func(ctx *fiber.Ctx, err error) error {
// Status code defaults to 500
@@ -42,53 +44,109 @@ func App(configFile string, loader *model.ModelLoader, uploadLimitMB, threads, c
},
})
if debug {
if options.debug {
app.Use(logger.New(logger.Config{
Format: "[${ip}]:${port} ${status} - ${method} ${path}\n",
}))
}
cm := make(ConfigMerger)
if err := cm.LoadConfigs(loader.ModelPath); err != nil {
cm := NewConfigMerger()
if err := cm.LoadConfigs(options.loader.ModelPath); err != nil {
log.Error().Msgf("error loading config files: %s", err.Error())
}
if configFile != "" {
if err := cm.LoadConfigFile(configFile); err != nil {
if options.configFile != "" {
if err := cm.LoadConfigFile(options.configFile); err != nil {
log.Error().Msgf("error loading config file: %s", err.Error())
}
}
if debug {
for k, v := range cm {
log.Debug().Msgf("Model: %s (config: %+v)", k, v)
if options.debug {
for _, v := range cm.ListConfigs() {
cfg, _ := cm.GetConfig(v)
log.Debug().Msgf("Model: %s (config: %+v)", v, cfg)
}
}
if options.assetsDestination != "" {
// Extract files from the embedded FS
err := assets.ExtractFiles(options.backendAssets, options.assetsDestination)
if err != nil {
log.Warn().Msgf("Failed extracting backend assets files: %s (might be required for some backends to work properly, like gpt4all)", err)
}
}
// Default middleware config
app.Use(recover.New())
app.Use(cors.New())
if options.preloadJSONModels != "" {
if err := ApplyGalleryFromString(options.loader.ModelPath, options.preloadJSONModels, cm); err != nil {
return nil, err
}
}
if options.preloadModelsFromPath != "" {
if err := ApplyGalleryFromFile(options.loader.ModelPath, options.preloadModelsFromPath, cm); err != nil {
return nil, err
}
}
if options.cors {
if options.corsAllowOrigins == "" {
app.Use(cors.New())
} else {
app.Use(cors.New(cors.Config{
AllowOrigins: options.corsAllowOrigins,
}))
}
}
// LocalAI API endpoints
applier := newGalleryApplier(options.loader.ModelPath)
applier.start(options.context, cm)
app.Post("/models/apply", applyModelGallery(options.loader.ModelPath, cm, applier.C))
app.Get("/models/jobs/:uuid", getOpStatus(applier))
// openAI compatible API endpoint
app.Post("/v1/chat/completions", chatEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/chat/completions", chatEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/v1/edits", editEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/edits", editEndpoint(cm, debug, loader, threads, ctxSize, f16))
// chat
app.Post("/v1/chat/completions", chatEndpoint(cm, options))
app.Post("/chat/completions", chatEndpoint(cm, options))
app.Post("/v1/completions", completionEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/completions", completionEndpoint(cm, debug, loader, threads, ctxSize, f16))
// edit
app.Post("/v1/edits", editEndpoint(cm, options))
app.Post("/edits", editEndpoint(cm, options))
app.Post("/v1/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
app.Post("/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
// completion
app.Post("/v1/completions", completionEndpoint(cm, options))
app.Post("/completions", completionEndpoint(cm, options))
// /v1/engines/{engine_id}/embeddings
// embeddings
app.Post("/v1/embeddings", embeddingsEndpoint(cm, options))
app.Post("/embeddings", embeddingsEndpoint(cm, options))
app.Post("/v1/engines/:model/embeddings", embeddingsEndpoint(cm, options))
app.Post("/v1/engines/:model/embeddings", embeddingsEndpoint(cm, debug, loader, threads, ctxSize, f16))
// audio
app.Post("/v1/audio/transcriptions", transcriptEndpoint(cm, options))
app.Post("/v1/audio/transcriptions", transcriptEndpoint(cm, debug, loader, threads, ctxSize, f16))
// images
app.Post("/v1/images/generations", imageEndpoint(cm, options))
app.Get("/v1/models", listModels(loader, cm))
app.Get("/models", listModels(loader, cm))
if options.imageDir != "" {
app.Static("/generated-images", options.imageDir)
}
return app
ok := func(c *fiber.Ctx) error {
return c.SendStatus(200)
}
// Kubernetes health checks
app.Get("/healthz", ok)
app.Get("/readyz", ok)
// models
app.Get("/v1/models", listModels(options.loader, cm))
app.Get("/models", listModels(options.loader, cm))
return app, nil
}

View File

@@ -1,7 +1,13 @@
package api_test
import (
"bytes"
"context"
"embed"
"encoding/json"
"fmt"
"io/ioutil"
"net/http"
"os"
"path/filepath"
"runtime"
@@ -11,21 +17,248 @@ import (
"github.com/gofiber/fiber/v2"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"gopkg.in/yaml.v3"
openaigo "github.com/otiai10/openaigo"
"github.com/sashabaranov/go-openai"
)
type modelApplyRequest struct {
URL string `json:"url"`
Name string `json:"name"`
Overrides map[string]string `json:"overrides"`
}
func getModelStatus(url string) (response map[string]interface{}) {
// Create the HTTP request
resp, err := http.Get(url)
if err != nil {
fmt.Println("Error creating request:", err)
return
}
defer resp.Body.Close()
body, err := ioutil.ReadAll(resp.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
return
}
// Unmarshal the response into a map[string]interface{}
err = json.Unmarshal(body, &response)
if err != nil {
fmt.Println("Error unmarshaling JSON response:", err)
return
}
return
}
func postModelApplyRequest(url string, request modelApplyRequest) (response map[string]interface{}) {
//url := "http://localhost:AI/models/apply"
// Create the request payload
payload, err := json.Marshal(request)
if err != nil {
fmt.Println("Error marshaling JSON:", err)
return
}
// Create the HTTP request
req, err := http.NewRequest("POST", url, bytes.NewBuffer(payload))
if err != nil {
fmt.Println("Error creating request:", err)
return
}
req.Header.Set("Content-Type", "application/json")
// Make the request
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Println("Error making request:", err)
return
}
defer resp.Body.Close()
body, err := ioutil.ReadAll(resp.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
return
}
// Unmarshal the response into a map[string]interface{}
err = json.Unmarshal(body, &response)
if err != nil {
fmt.Println("Error unmarshaling JSON response:", err)
return
}
return
}
//go:embed backend-assets/*
var backendAssets embed.FS
var _ = Describe("API test", func() {
var app *fiber.App
var modelLoader *model.ModelLoader
var client *openai.Client
var client2 *openaigo.Client
var c context.Context
var cancel context.CancelFunc
var tmpdir string
Context("API with ephemeral models", func() {
BeforeEach(func() {
var err error
tmpdir, err = os.MkdirTemp("", "")
Expect(err).ToNot(HaveOccurred())
modelLoader = model.NewModelLoader(tmpdir)
c, cancel = context.WithCancel(context.Background())
app, err = App(WithContext(c), WithModelLoader(modelLoader), WithBackendAssets(backendAssets), WithBackendAssetsOutput(tmpdir))
Expect(err).ToNot(HaveOccurred())
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
defaultConfig.BaseURL = "http://127.0.0.1:9090/v1"
client2 = openaigo.NewClient("")
client2.BaseURL = defaultConfig.BaseURL
// Wait for API to be ready
client = openai.NewClientWithConfig(defaultConfig)
Eventually(func() error {
_, err := client.ListModels(context.TODO())
return err
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
os.RemoveAll(tmpdir)
})
Context("Applying models", func() {
It("overrides models", func() {
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml",
Name: "bert",
Overrides: map[string]string{
"backend": "llama",
},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
dat, err := os.ReadFile(filepath.Join(tmpdir, "bert.yaml"))
Expect(err).ToNot(HaveOccurred())
content := map[string]interface{}{}
err = yaml.Unmarshal(dat, &content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("llama"))
})
It("apply models without overrides", func() {
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/bert-embeddings.yaml",
Name: "bert",
Overrides: map[string]string{},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
dat, err := os.ReadFile(filepath.Join(tmpdir, "bert.yaml"))
Expect(err).ToNot(HaveOccurred())
content := map[string]interface{}{}
err = yaml.Unmarshal(dat, &content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("bert-embeddings"))
})
It("runs openllama", Label("llama"), func() {
if runtime.GOOS != "linux" {
Skip("test supported only on linux")
}
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "github:go-skynet/model-gallery/openllama_3b.yaml",
Name: "openllama_3b",
Overrides: map[string]string{},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
resp, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "openllama_3b", Prompt: "Count up to five: one, two, three, four, "})
Expect(err).ToNot(HaveOccurred())
Expect(len(resp.Choices)).To(Equal(1))
Expect(resp.Choices[0].Text).To(ContainSubstring("five"))
})
It("runs gpt4all", Label("gpt4all"), func() {
if runtime.GOOS != "linux" {
Skip("test supported only on linux")
}
response := postModelApplyRequest("http://127.0.0.1:9090/models/apply", modelApplyRequest{
URL: "github:go-skynet/model-gallery/gpt4all-j.yaml",
Name: "gpt4all-j",
Overrides: map[string]string{},
})
Expect(response["uuid"]).ToNot(BeEmpty(), fmt.Sprint(response))
uuid := response["uuid"].(string)
Eventually(func() bool {
response := getModelStatus("http://127.0.0.1:9090/models/jobs/" + uuid)
fmt.Println(response)
return response["processed"].(bool)
}, "360s").Should(Equal(true))
resp, err := client.CreateChatCompletion(context.TODO(), openai.ChatCompletionRequest{Model: "gpt4all-j", Messages: []openai.ChatCompletionMessage{openai.ChatCompletionMessage{Role: "user", Content: "How are you?"}}})
Expect(err).ToNot(HaveOccurred())
Expect(len(resp.Choices)).To(Equal(1))
Expect(resp.Choices[0].Message.Content).To(ContainSubstring("well"))
})
})
})
Context("API query", func() {
BeforeEach(func() {
modelLoader = model.NewModelLoader(os.Getenv("MODELS_PATH"))
app = App("", modelLoader, 15, 1, 512, false, true, true)
c, cancel = context.WithCancel(context.Background())
var err error
app, err = App(WithContext(c), WithModelLoader(modelLoader))
Expect(err).ToNot(HaveOccurred())
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
@@ -42,12 +275,13 @@ var _ = Describe("API test", func() {
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
})
It("returns the models list", func() {
models, err := client.ListModels(context.TODO())
Expect(err).ToNot(HaveOccurred())
Expect(len(models.Models)).To(Equal(7))
Expect(len(models.Models)).To(Equal(10))
})
It("can generate completions", func() {
resp, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "testmodel", Prompt: "abcdedfghikl"})
@@ -80,7 +314,7 @@ var _ = Describe("API test", func() {
It("returns errors", func() {
_, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "foomodel", Prompt: "abcdedfghikl"})
Expect(err).To(HaveOccurred())
Expect(err.Error()).To(ContainSubstring("error, status code: 500, message: could not load model - all backends returned error: 12 errors occurred:"))
Expect(err.Error()).To(ContainSubstring("error, status code: 500, message: could not load model - all backends returned error: 11 errors occurred:"))
})
It("transcribes audio", func() {
if runtime.GOOS != "linux" {
@@ -123,12 +357,28 @@ var _ = Describe("API test", func() {
Expect(err).ToNot(HaveOccurred())
Expect(resp2.Data[0].Embedding).To(Equal(sunEmbedding))
})
Context("backends", func() {
It("runs rwkv", func() {
if runtime.GOOS != "linux" {
Skip("test supported only on linux")
}
resp, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "rwkv_test", Prompt: "Count up to five: one, two, three, four,"})
Expect(err).ToNot(HaveOccurred())
Expect(len(resp.Choices) > 0).To(BeTrue())
Expect(resp.Choices[0].Text).To(Equal(" five."))
})
})
})
Context("Config file", func() {
BeforeEach(func() {
modelLoader = model.NewModelLoader(os.Getenv("MODELS_PATH"))
app = App(os.Getenv("CONFIG_FILE"), modelLoader, 5, 1, 512, false, true, true)
c, cancel = context.WithCancel(context.Background())
var err error
app, err = App(WithContext(c), WithModelLoader(modelLoader), WithConfigFile(os.Getenv("CONFIG_FILE")))
Expect(err).ToNot(HaveOccurred())
go app.Listen("127.0.0.1:9090")
defaultConfig := openai.DefaultConfig("")
@@ -143,13 +393,13 @@ var _ = Describe("API test", func() {
}, "2m").ShouldNot(HaveOccurred())
})
AfterEach(func() {
cancel()
app.Shutdown()
})
It("can generate chat completions from config file", func() {
models, err := client.ListModels(context.TODO())
Expect(err).ToNot(HaveOccurred())
Expect(len(models.Models)).To(Equal(9))
Expect(len(models.Models)).To(Equal(12))
})
It("can generate chat completions from config file", func() {
resp, err := client.CreateChatCompletion(context.TODO(), openai.ChatCompletionRequest{Model: "list1", Messages: []openai.ChatCompletionMessage{openai.ChatCompletionMessage{Role: "user", Content: "abcdedfghikl"}}})

View File

@@ -3,10 +3,11 @@ package api
import (
"encoding/json"
"fmt"
"io/ioutil"
"io/fs"
"os"
"path/filepath"
"strings"
"sync"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/gofiber/fiber/v2"
@@ -31,6 +32,17 @@ type Config struct {
MirostatETA float64 `yaml:"mirostat_eta"`
MirostatTAU float64 `yaml:"mirostat_tau"`
Mirostat int `yaml:"mirostat"`
NGPULayers int `yaml:"gpu_layers"`
MMap bool `yaml:"mmap"`
MMlock bool `yaml:"mmlock"`
TensorSplit string `yaml:"tensor_split"`
MainGPU string `yaml:"main_gpu"`
ImageGenerationAssets string `yaml:"asset_dir"`
PromptCachePath string `yaml:"prompt_cache_path"`
PromptCacheAll bool `yaml:"prompt_cache_all"`
PromptCacheRO bool `yaml:"prompt_cache_ro"`
PromptStrings, InputStrings []string
InputToken [][]int
@@ -42,8 +54,22 @@ type TemplateConfig struct {
Edit string `yaml:"edit"`
}
type ConfigMerger map[string]Config
type ConfigMerger struct {
configs map[string]Config
sync.Mutex
}
func defaultConfig(modelFile string) *Config {
return &Config{
OpenAIRequest: defaultRequest(modelFile),
}
}
func NewConfigMerger() *ConfigMerger {
return &ConfigMerger{
configs: make(map[string]Config),
}
}
func ReadConfigFile(file string) ([]*Config, error) {
c := &[]*Config{}
f, err := os.ReadFile(file)
@@ -71,33 +97,63 @@ func ReadConfig(file string) (*Config, error) {
}
func (cm ConfigMerger) LoadConfigFile(file string) error {
cm.Lock()
defer cm.Unlock()
c, err := ReadConfigFile(file)
if err != nil {
return fmt.Errorf("cannot load config file: %w", err)
}
for _, cc := range c {
cm[cc.Name] = *cc
cm.configs[cc.Name] = *cc
}
return nil
}
func (cm ConfigMerger) LoadConfig(file string) error {
cm.Lock()
defer cm.Unlock()
c, err := ReadConfig(file)
if err != nil {
return fmt.Errorf("cannot read config file: %w", err)
}
cm[c.Name] = *c
cm.configs[c.Name] = *c
return nil
}
func (cm ConfigMerger) GetConfig(m string) (Config, bool) {
cm.Lock()
defer cm.Unlock()
v, exists := cm.configs[m]
return v, exists
}
func (cm ConfigMerger) ListConfigs() []string {
cm.Lock()
defer cm.Unlock()
var res []string
for k := range cm.configs {
res = append(res, k)
}
return res
}
func (cm ConfigMerger) LoadConfigs(path string) error {
files, err := ioutil.ReadDir(path)
cm.Lock()
defer cm.Unlock()
entries, err := os.ReadDir(path)
if err != nil {
return err
}
files := make([]fs.FileInfo, 0, len(entries))
for _, entry := range entries {
info, err := entry.Info()
if err != nil {
return err
}
files = append(files, info)
}
for _, file := range files {
// Skip templates, YAML and .keep files
if !strings.Contains(file.Name(), ".yaml") {
@@ -105,7 +161,7 @@ func (cm ConfigMerger) LoadConfigs(path string) error {
}
c, err := ReadConfig(filepath.Join(path, file.Name()))
if err == nil {
cm[c.Name] = *c
cm.configs[c.Name] = *c
}
}
@@ -180,6 +236,10 @@ func updateConfig(config *Config, input *OpenAIRequest) {
config.MirostatTAU = input.MirostatTAU
}
if input.TypicalP != 0 {
config.TypicalP = input.TypicalP
}
switch inputs := input.Input.(type) {
case string:
if inputs != "" {
@@ -211,12 +271,11 @@ func updateConfig(config *Config, input *OpenAIRequest) {
}
}
}
func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) {
func readInput(c *fiber.Ctx, loader *model.ModelLoader, randomModel bool) (string, *OpenAIRequest, error) {
input := new(OpenAIRequest)
// Get input data from the request body
if err := c.BodyParser(input); err != nil {
return nil, nil, err
return "", nil, err
}
modelFile := input.Model
@@ -234,14 +293,14 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
bearerExists := bearer != "" && loader.ExistsInModelPath(bearer)
// If no model was specified, take the first available
if modelFile == "" && !bearerExists {
if modelFile == "" && !bearerExists && randomModel {
models, _ := loader.ListModels()
if len(models) > 0 {
modelFile = models[0]
log.Debug().Msgf("No model specified, using: %s", modelFile)
} else {
log.Debug().Msgf("No model specified, returning error")
return nil, nil, fmt.Errorf("no model specified")
return "", nil, fmt.Errorf("no model specified")
}
}
@@ -250,7 +309,10 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
log.Debug().Msgf("Using model from bearer token: %s", bearer)
modelFile = bearer
}
return modelFile, input, nil
}
func readConfig(modelFile string, input *OpenAIRequest, cm *ConfigMerger, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) {
// Load a config file if present after the model name
modelConfig := filepath.Join(loader.ModelPath, modelFile+".yaml")
if _, err := os.Stat(modelConfig); err == nil {
@@ -260,15 +322,13 @@ func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug
}
var config *Config
cfg, exists := cm[modelFile]
cfg, exists := cm.GetConfig(modelFile)
if !exists {
config = &Config{
OpenAIRequest: defaultRequest(modelFile),
ContextSize: ctx,
Threads: threads,
F16: f16,
Debug: debug,
}
config = defaultConfig(modelFile)
config.ContextSize = ctx
config.Threads = threads
config.F16 = f16
config.Debug = debug
} else {
config = &cfg
}

54
api/config_test.go Normal file
View File

@@ -0,0 +1,54 @@
package api
import (
"os"
"github.com/go-skynet/LocalAI/pkg/model"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
var _ = Describe("Test cases for config related functions", func() {
var (
configFile string
)
Context("Test Read configuration functions", func() {
configFile = os.Getenv("CONFIG_FILE")
It("Test ReadConfigFile", func() {
config, err := ReadConfigFile(configFile)
Expect(err).To(BeNil())
Expect(config).ToNot(BeNil())
// two configs in config.yaml
Expect(config[0].Name).To(Equal("list1"))
Expect(config[1].Name).To(Equal("list2"))
})
It("Test LoadConfigs", func() {
cm := NewConfigMerger()
options := newOptions()
modelLoader := model.NewModelLoader(os.Getenv("MODELS_PATH"))
WithModelLoader(modelLoader)(options)
err := cm.LoadConfigs(options.loader.ModelPath)
Expect(err).To(BeNil())
Expect(cm.configs).ToNot(BeNil())
// config should includes gpt4all models's api.config
Expect(cm.configs).To(HaveKey("gpt4all"))
// config should includes gpt2 models's api.config
Expect(cm.configs).To(HaveKey("gpt4all-2"))
// config should includes text-embedding-ada-002 models's api.config
Expect(cm.configs).To(HaveKey("text-embedding-ada-002"))
// config should includes rwkv_test models's api.config
Expect(cm.configs).To(HaveKey("rwkv_test"))
// config should includes whisper-1 models's api.config
Expect(cm.configs).To(HaveKey("whisper-1"))
})
})
})

267
api/gallery.go Normal file
View File

@@ -0,0 +1,267 @@
package api
import (
"context"
"encoding/json"
"fmt"
"io/ioutil"
"net/http"
"net/url"
"os"
"strings"
"sync"
"time"
"github.com/go-skynet/LocalAI/pkg/gallery"
"github.com/gofiber/fiber/v2"
"github.com/google/uuid"
"github.com/rs/zerolog/log"
"gopkg.in/yaml.v3"
)
type galleryOp struct {
req ApplyGalleryModelRequest
id string
}
type galleryOpStatus struct {
Error error `json:"error"`
Processed bool `json:"processed"`
Message string `json:"message"`
Progress float64 `json:"progress"`
TotalFileSize string `json:"file_size"`
DownloadedFileSize string `json:"downloaded_size"`
}
type galleryApplier struct {
modelPath string
sync.Mutex
C chan galleryOp
statuses map[string]*galleryOpStatus
}
func newGalleryApplier(modelPath string) *galleryApplier {
return &galleryApplier{
modelPath: modelPath,
C: make(chan galleryOp),
statuses: make(map[string]*galleryOpStatus),
}
}
func applyGallery(modelPath string, req ApplyGalleryModelRequest, cm *ConfigMerger, downloadStatus func(string, string, string, float64)) error {
url, err := req.DecodeURL()
if err != nil {
return err
}
// Send a GET request to the URL
response, err := http.Get(url)
if err != nil {
return err
}
defer response.Body.Close()
// Read the response body
body, err := ioutil.ReadAll(response.Body)
if err != nil {
return err
}
// Unmarshal YAML data into a Config struct
var config gallery.Config
err = yaml.Unmarshal(body, &config)
if err != nil {
return err
}
config.Files = append(config.Files, req.AdditionalFiles...)
if err := gallery.Apply(modelPath, req.Name, &config, req.Overrides, downloadStatus); err != nil {
return err
}
// Reload models
return cm.LoadConfigs(modelPath)
}
func (g *galleryApplier) updatestatus(s string, op *galleryOpStatus) {
g.Lock()
defer g.Unlock()
g.statuses[s] = op
}
func (g *galleryApplier) getstatus(s string) *galleryOpStatus {
g.Lock()
defer g.Unlock()
return g.statuses[s]
}
func (g *galleryApplier) start(c context.Context, cm *ConfigMerger) {
go func() {
for {
select {
case <-c.Done():
return
case op := <-g.C:
g.updatestatus(op.id, &galleryOpStatus{Message: "processing", Progress: 0})
updateError := func(e error) {
g.updatestatus(op.id, &galleryOpStatus{Error: e, Processed: true})
}
if err := applyGallery(g.modelPath, op.req, cm, func(fileName string, current string, total string, percentage float64) {
g.updatestatus(op.id, &galleryOpStatus{Message: "processing", Progress: percentage, TotalFileSize: total, DownloadedFileSize: current})
displayDownload(fileName, current, total, percentage)
}); err != nil {
updateError(err)
continue
}
g.updatestatus(op.id, &galleryOpStatus{Processed: true, Message: "completed", Progress: 100})
}
}
}()
}
var lastProgress time.Time = time.Now()
var startTime time.Time = time.Now()
func displayDownload(fileName string, current string, total string, percentage float64) {
currentTime := time.Now()
if currentTime.Sub(lastProgress) >= 5*time.Second {
lastProgress = currentTime
// calculate ETA based on percentage and elapsed time
var eta time.Duration
if percentage > 0 {
elapsed := currentTime.Sub(startTime)
eta = time.Duration(float64(elapsed)*(100/percentage) - float64(elapsed))
}
if total != "" {
log.Debug().Msgf("Downloading %s: %s/%s (%.2f%%) ETA: %s", fileName, current, total, percentage, eta)
} else {
log.Debug().Msgf("Downloading: %s", current)
}
}
}
func ApplyGalleryFromFile(modelPath, s string, cm *ConfigMerger) error {
dat, err := os.ReadFile(s)
if err != nil {
return err
}
var requests []ApplyGalleryModelRequest
err = json.Unmarshal(dat, &requests)
if err != nil {
return err
}
for _, r := range requests {
if err := applyGallery(modelPath, r, cm, displayDownload); err != nil {
return err
}
}
return nil
}
func ApplyGalleryFromString(modelPath, s string, cm *ConfigMerger) error {
var requests []ApplyGalleryModelRequest
err := json.Unmarshal([]byte(s), &requests)
if err != nil {
return err
}
for _, r := range requests {
if err := applyGallery(modelPath, r, cm, displayDownload); err != nil {
return err
}
}
return nil
}
// endpoints
type ApplyGalleryModelRequest struct {
URL string `json:"url"`
Name string `json:"name"`
Overrides map[string]interface{} `json:"overrides"`
AdditionalFiles []gallery.File `json:"files"`
}
const (
githubURI = "github:"
)
func (request ApplyGalleryModelRequest) DecodeURL() (string, error) {
input := request.URL
var rawURL string
if strings.HasPrefix(input, githubURI) {
parts := strings.Split(input, ":")
repoParts := strings.Split(parts[1], "@")
branch := "main"
if len(repoParts) > 1 {
branch = repoParts[1]
}
repoPath := strings.Split(repoParts[0], "/")
org := repoPath[0]
project := repoPath[1]
projectPath := strings.Join(repoPath[2:], "/")
rawURL = fmt.Sprintf("https://raw.githubusercontent.com/%s/%s/%s/%s", org, project, branch, projectPath)
} else if strings.HasPrefix(input, "http://") || strings.HasPrefix(input, "https://") {
// Handle regular URLs
u, err := url.Parse(input)
if err != nil {
return "", fmt.Errorf("invalid URL: %w", err)
}
rawURL = u.String()
} else {
return "", fmt.Errorf("invalid URL format")
}
return rawURL, nil
}
func getOpStatus(g *galleryApplier) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
status := g.getstatus(c.Params("uuid"))
if status == nil {
return fmt.Errorf("could not find any status for ID")
}
return c.JSON(status)
}
}
func applyModelGallery(modelPath string, cm *ConfigMerger, g chan galleryOp) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
input := new(ApplyGalleryModelRequest)
// Get input data from the request body
if err := c.BodyParser(input); err != nil {
return err
}
uuid, err := uuid.NewUUID()
if err != nil {
return err
}
g <- galleryOp{
req: *input,
id: uuid.String(),
}
return c.JSON(struct {
ID string `json:"uuid"`
StatusURL string `json:"status"`
}{ID: uuid.String(), StatusURL: c.BaseURL() + "/models/jobs/" + uuid.String()})
}
}

30
api/gallery_test.go Normal file
View File

@@ -0,0 +1,30 @@
package api_test
import (
. "github.com/go-skynet/LocalAI/api"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
var _ = Describe("Gallery API tests", func() {
Context("requests", func() {
It("parses github with a branch", func() {
req := ApplyGalleryModelRequest{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml@main"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
It("parses github without a branch", func() {
req := ApplyGalleryModelRequest{URL: "github:go-skynet/model-gallery/gpt4all-j.yaml"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
It("parses URLS", func() {
req := ApplyGalleryModelRequest{URL: "https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"}
str, err := req.DecodeURL()
Expect(err).ToNot(HaveOccurred())
Expect(str).To(Equal("https://raw.githubusercontent.com/go-skynet/model-gallery/main/gpt4all-j.yaml"))
})
})
})

View File

@@ -3,13 +3,17 @@ package api
import (
"bufio"
"bytes"
"encoding/base64"
"encoding/json"
"errors"
"fmt"
"io"
"io/ioutil"
"net/http"
"os"
"path"
"path/filepath"
"strconv"
"strings"
"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
@@ -43,6 +47,10 @@ type Item struct {
Embedding []float32 `json:"embedding"`
Index int `json:"index"`
Object string `json:"object,omitempty"`
// Images
URL string `json:"url,omitempty"`
B64JSON string `json:"b64_json,omitempty"`
}
type OpenAIResponse struct {
@@ -78,11 +86,13 @@ type OpenAIRequest struct {
Model string `json:"model" yaml:"model"`
// whisper
File string `json:"file" validate:"required"`
File string `json:"file" validate:"required"`
Language string `json:"language"`
//whisper/image
ResponseFormat string `json:"response_format"`
Language string `json:"language"`
// Prompt is read only by completion API calls
// image
Size string `json:"size"`
// Prompt is read only by completion/image API calls
Prompt interface{} `json:"prompt" yaml:"prompt"`
// Edit endpoint
@@ -115,7 +125,16 @@ type OpenAIRequest struct {
MirostatTAU float64 `json:"mirostat_tau" yaml:"mirostat_tau"`
Mirostat int `json:"mirostat" yaml:"mirostat"`
FrequencyPenalty float64 `json:"frequency_penalty" yaml:"frequency_penalty"`
TFZ float64 `json:"tfz" yaml:"tfz"`
Seed int `json:"seed" yaml:"seed"`
// Image (not supported by OpenAI)
Mode int `json:"mode"`
Step int `json:"step"`
TypicalP float64 `json:"typical_p" yaml:"typical_p"`
}
func defaultRequest(modelFile string) OpenAIRequest {
@@ -129,25 +148,102 @@ func defaultRequest(modelFile string) OpenAIRequest {
}
// https://platform.openai.com/docs/api-reference/completions
func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func completionEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
process := func(s string, req *OpenAIRequest, config *Config, loader *model.ModelLoader, responses chan OpenAIResponse) {
ComputeChoices(s, req, config, o, loader, func(s string, c *[]Choice) {}, func(s string) bool {
resp := OpenAIResponse{
Model: req.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{Text: s}},
Object: "text_completion",
}
log.Debug().Msgf("Sending goroutine: %s", s)
responses <- resp
return true
})
close(responses)
}
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
log.Debug().Msgf("`input`: %+v", input)
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
log.Debug().Msgf("Parameter Config: %+v", config)
if input.Stream {
log.Debug().Msgf("Stream request received")
c.Context().SetContentType("text/event-stream")
//c.Response().Header.SetContentType(fiber.MIMETextHTMLCharsetUTF8)
//c.Set("Content-Type", "text/event-stream")
c.Set("Cache-Control", "no-cache")
c.Set("Connection", "keep-alive")
c.Set("Transfer-Encoding", "chunked")
}
templateFile := config.Model
if config.TemplateConfig.Completion != "" {
templateFile = config.TemplateConfig.Completion
}
if input.Stream {
if len(config.PromptStrings) > 1 {
return errors.New("cannot handle more than 1 `PromptStrings` when `Stream`ing")
}
predInput := config.PromptStrings[0]
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
}{Input: predInput})
if err == nil {
predInput = templatedInput
log.Debug().Msgf("Template found, input modified to: %s", predInput)
}
responses := make(chan OpenAIResponse)
go process(predInput, input, config, o.loader, responses)
c.Context().SetBodyStreamWriter(fasthttp.StreamWriter(func(w *bufio.Writer) {
for ev := range responses {
var buf bytes.Buffer
enc := json.NewEncoder(&buf)
enc.Encode(ev)
log.Debug().Msgf("Sending chunk: %s", buf.String())
fmt.Fprintf(w, "data: %v\n", buf.String())
w.Flush()
}
resp := &OpenAIResponse{
Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{FinishReason: "stop"}},
}
respData, _ := json.Marshal(resp)
w.WriteString(fmt.Sprintf("data: %s\n\n", respData))
w.WriteString("data: [DONE]\n\n")
w.Flush()
}))
return nil
}
var result []Choice
for _, i := range config.PromptStrings {
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
}{Input: i})
if err == nil {
@@ -155,7 +251,7 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
log.Debug().Msgf("Template found, input modified to: %s", i)
}
r, err := ComputeChoices(i, input, config, loader, func(s string, c *[]Choice) {
r, err := ComputeChoices(i, input, config, o, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Text: s})
}, nil)
if err != nil {
@@ -180,9 +276,14 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
// https://platform.openai.com/docs/api-reference/embeddings
func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func embeddingsEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -192,7 +293,7 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
for i, s := range config.InputToken {
// get the model function to call for the result
embedFn, err := ModelEmbedding("", s, loader, *config)
embedFn, err := ModelEmbedding("", s, o.loader, *config, o)
if err != nil {
return err
}
@@ -206,7 +307,7 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
for i, s := range config.InputStrings {
// get the model function to call for the result
embedFn, err := ModelEmbedding(s, []int{}, loader, *config)
embedFn, err := ModelEmbedding(s, []int{}, o.loader, *config, o)
if err != nil {
return err
}
@@ -232,13 +333,20 @@ func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
}
func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func chatEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
process := func(s string, req *OpenAIRequest, config *Config, loader *model.ModelLoader, responses chan OpenAIResponse) {
ComputeChoices(s, req, config, loader, func(s string, c *[]Choice) {}, func(s string) bool {
initialMessage := OpenAIResponse{
Model: req.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{Delta: &Message{Role: "assistant"}}},
Object: "chat.completion.chunk",
}
responses <- initialMessage
ComputeChoices(s, req, config, o, loader, func(s string, c *[]Choice) {}, func(s string) bool {
resp := OpenAIResponse{
Model: req.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{Delta: &Message{Role: "assistant", Content: s}}},
Choices: []Choice{{Delta: &Message{Content: s}}},
Object: "chat.completion.chunk",
}
log.Debug().Msgf("Sending goroutine: %s", s)
@@ -249,7 +357,12 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
close(responses)
}
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -260,12 +373,14 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
mess := []string{}
for _, i := range input.Messages {
var content string
r := config.Roles[i.Role]
if r == "" {
r = i.Role
if r != "" {
content = fmt.Sprint(r, " ", i.Content)
} else {
content = i.Content
}
content := fmt.Sprint(r, " ", i.Content)
mess = append(mess, content)
}
@@ -288,7 +403,7 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
}{Input: predInput})
if err == nil {
@@ -299,7 +414,7 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
if input.Stream {
responses := make(chan OpenAIResponse)
go process(predInput, input, config, loader, responses)
go process(predInput, input, config, o.loader, responses)
c.Context().SetBodyStreamWriter(fasthttp.StreamWriter(func(w *bufio.Writer) {
@@ -308,13 +423,11 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
enc := json.NewEncoder(&buf)
enc.Encode(ev)
fmt.Fprintf(w, "event: data\n\n")
fmt.Fprintf(w, "data: %v\n\n", buf.String())
log.Debug().Msgf("Sending chunk: %s", buf.String())
fmt.Fprintf(w, "data: %v\n", buf.String())
w.Flush()
}
w.WriteString("event: data\n\n")
resp := &OpenAIResponse{
Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
Choices: []Choice{{FinishReason: "stop"}},
@@ -322,12 +435,13 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
respData, _ := json.Marshal(resp)
w.WriteString(fmt.Sprintf("data: %s\n\n", respData))
w.WriteString("data: [DONE]\n\n")
w.Flush()
}))
return nil
}
result, err := ComputeChoices(predInput, input, config, loader, func(s string, c *[]Choice) {
result, err := ComputeChoices(predInput, input, config, o, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Message: &Message{Role: "assistant", Content: s}})
}, nil)
if err != nil {
@@ -347,9 +461,14 @@ func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
}
func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
func editEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
model, input, err := readInput(c, o.loader, true)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(model, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
@@ -365,7 +484,7 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
var result []Choice
for _, i := range config.InputStrings {
// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
templatedInput, err := loader.TemplatePrefix(templateFile, struct {
templatedInput, err := o.loader.TemplatePrefix(templateFile, struct {
Input string
Instruction string
}{Input: i})
@@ -374,7 +493,7 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
log.Debug().Msgf("Template found, input modified to: %s", i)
}
r, err := ComputeChoices(i, input, config, loader, func(s string, c *[]Choice) {
r, err := ComputeChoices(i, input, config, o, o.loader, func(s string, c *[]Choice) {
*c = append(*c, Choice{Text: s})
}, nil)
if err != nil {
@@ -398,14 +517,157 @@ func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, thread
}
}
// https://platform.openai.com/docs/api-reference/audio/create
func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
// https://platform.openai.com/docs/api-reference/images/create
/*
*
curl http://localhost:8080/v1/images/generations \
-H "Content-Type: application/json" \
-d '{
"prompt": "A cute baby sea otter",
"n": 1,
"size": "512x512"
}'
*
*/
func imageEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
m, input, err := readInput(c, o.loader, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
if m == "" {
m = model.StableDiffusionBackend
}
log.Debug().Msgf("Loading model: %+v", m)
config, input, err := readConfig(m, input, cm, o.loader, o.debug, 0, 0, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
log.Debug().Msgf("Parameter Config: %+v", config)
// XXX: Only stablediffusion is supported for now
if config.Backend == "" {
config.Backend = model.StableDiffusionBackend
}
sizeParts := strings.Split(input.Size, "x")
if len(sizeParts) != 2 {
return fmt.Errorf("Invalid value for 'size'")
}
width, err := strconv.Atoi(sizeParts[0])
if err != nil {
return fmt.Errorf("Invalid value for 'size'")
}
height, err := strconv.Atoi(sizeParts[1])
if err != nil {
return fmt.Errorf("Invalid value for 'size'")
}
b64JSON := false
if input.ResponseFormat == "b64_json" {
b64JSON = true
}
var result []Item
for _, i := range config.PromptStrings {
n := input.N
if input.N == 0 {
n = 1
}
for j := 0; j < n; j++ {
prompts := strings.Split(i, "|")
positive_prompt := prompts[0]
negative_prompt := ""
if len(prompts) > 1 {
negative_prompt = prompts[1]
}
mode := 0
step := 15
if input.Mode != 0 {
mode = input.Mode
}
if input.Step != 0 {
step = input.Step
}
tempDir := ""
if !b64JSON {
tempDir = o.imageDir
}
// Create a temporary file
outputFile, err := ioutil.TempFile(tempDir, "b64")
if err != nil {
return err
}
outputFile.Close()
output := outputFile.Name() + ".png"
// Rename the temporary file
err = os.Rename(outputFile.Name(), output)
if err != nil {
return err
}
baseURL := c.BaseURL()
fn, err := ImageGeneration(height, width, mode, step, input.Seed, positive_prompt, negative_prompt, output, o.loader, *config, o)
if err != nil {
return err
}
if err := fn(); err != nil {
return err
}
item := &Item{}
if b64JSON {
defer os.RemoveAll(output)
data, err := os.ReadFile(output)
if err != nil {
return err
}
item.B64JSON = base64.StdEncoding.EncodeToString(data)
} else {
base := filepath.Base(output)
item.URL = baseURL + "/generated-images/" + base
}
result = append(result, *item)
}
}
resp := &OpenAIResponse{
Data: result,
}
jsonResult, _ := json.Marshal(resp)
log.Debug().Msgf("Response: %s", jsonResult)
// Return the prediction in the response body
return c.JSON(resp)
}
}
// https://platform.openai.com/docs/api-reference/audio/create
func transcriptEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
m, input, err := readInput(c, o.loader, false)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
config, input, err := readConfig(m, input, cm, o.loader, o.debug, o.threads, o.ctxSize, o.f16)
if err != nil {
return fmt.Errorf("failed reading parameters from request:%w", err)
}
// retrieve the file data from the request
file, err := c.FormFile("file")
if err != nil {
@@ -437,7 +699,7 @@ func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
log.Debug().Msgf("Audio file copied to: %+v", dst)
whisperModel, err := loader.BackendLoader(model.WhisperBackend, config.Model, []llama.ModelOption{}, uint32(config.Threads))
whisperModel, err := o.loader.BackendLoader(model.WhisperBackend, config.Model, []llama.ModelOption{}, uint32(config.Threads), o.assetsDestination)
if err != nil {
return err
}
@@ -462,7 +724,7 @@ func transcriptEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
}
}
func listModels(loader *model.ModelLoader, cm ConfigMerger) func(ctx *fiber.Ctx) error {
func listModels(loader *model.ModelLoader, cm *ConfigMerger) func(ctx *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
models, err := loader.ListModels()
if err != nil {
@@ -476,7 +738,7 @@ func listModels(loader *model.ModelLoader, cm ConfigMerger) func(ctx *fiber.Ctx)
dataModels = append(dataModels, OpenAIModel{ID: m, Object: "model"})
}
for k := range cm {
for _, k := range cm.ListConfigs() {
if _, exists := mm[k]; !exists {
dataModels = append(dataModels, OpenAIModel{ID: k, Object: "model"})
}

137
api/options.go Normal file
View File

@@ -0,0 +1,137 @@
package api
import (
"context"
"embed"
model "github.com/go-skynet/LocalAI/pkg/model"
)
type Option struct {
context context.Context
configFile string
loader *model.ModelLoader
uploadLimitMB, threads, ctxSize int
f16 bool
debug, disableMessage bool
imageDir string
cors bool
preloadJSONModels string
preloadModelsFromPath string
corsAllowOrigins string
backendAssets embed.FS
assetsDestination string
}
type AppOption func(*Option)
func newOptions(o ...AppOption) *Option {
opt := &Option{
context: context.Background(),
uploadLimitMB: 15,
threads: 1,
ctxSize: 512,
debug: true,
disableMessage: true,
}
for _, oo := range o {
oo(opt)
}
return opt
}
func WithCors(b bool) AppOption {
return func(o *Option) {
o.cors = b
}
}
func WithCorsAllowOrigins(b string) AppOption {
return func(o *Option) {
o.corsAllowOrigins = b
}
}
func WithBackendAssetsOutput(out string) AppOption {
return func(o *Option) {
o.assetsDestination = out
}
}
func WithBackendAssets(f embed.FS) AppOption {
return func(o *Option) {
o.backendAssets = f
}
}
func WithContext(ctx context.Context) AppOption {
return func(o *Option) {
o.context = ctx
}
}
func WithYAMLConfigPreload(configFile string) AppOption {
return func(o *Option) {
o.preloadModelsFromPath = configFile
}
}
func WithJSONStringPreload(configFile string) AppOption {
return func(o *Option) {
o.preloadJSONModels = configFile
}
}
func WithConfigFile(configFile string) AppOption {
return func(o *Option) {
o.configFile = configFile
}
}
func WithModelLoader(loader *model.ModelLoader) AppOption {
return func(o *Option) {
o.loader = loader
}
}
func WithUploadLimitMB(limit int) AppOption {
return func(o *Option) {
o.uploadLimitMB = limit
}
}
func WithThreads(threads int) AppOption {
return func(o *Option) {
o.threads = threads
}
}
func WithContextSize(ctxSize int) AppOption {
return func(o *Option) {
o.ctxSize = ctxSize
}
}
func WithF16(f16 bool) AppOption {
return func(o *Option) {
o.f16 = f16
}
}
func WithDebug(debug bool) AppOption {
return func(o *Option) {
o.debug = debug
}
}
func WithDisableMessage(disableMessage bool) AppOption {
return func(o *Option) {
o.disableMessage = disableMessage
}
}
func WithImageDir(imageDir string) AppOption {
return func(o *Option) {
o.imageDir = imageDir
}
}

View File

@@ -2,17 +2,21 @@ package api
import (
"fmt"
"os"
"path/filepath"
"regexp"
"strings"
"sync"
"github.com/donomii/go-rwkv.cpp"
"github.com/go-skynet/LocalAI/pkg/langchain"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/go-skynet/LocalAI/pkg/stablediffusion"
"github.com/go-skynet/bloomz.cpp"
bert "github.com/go-skynet/go-bert.cpp"
gpt2 "github.com/go-skynet/go-gpt2.cpp"
transformers "github.com/go-skynet/go-ggml-transformers.cpp"
llama "github.com/go-skynet/go-llama.cpp"
gpt4all "github.com/nomic/gpt4all/gpt4all-bindings/golang"
gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
)
// mutex still needed, see: https://github.com/ggerganov/llama.cpp/discussions/784
@@ -31,10 +35,62 @@ func defaultLLamaOpts(c Config) []llama.ModelOption {
llamaOpts = append(llamaOpts, llama.EnableEmbeddings)
}
if c.NGPULayers != 0 {
llamaOpts = append(llamaOpts, llama.SetGPULayers(c.NGPULayers))
}
llamaOpts = append(llamaOpts, llama.SetMMap(c.MMap))
llamaOpts = append(llamaOpts, llama.SetMainGPU(c.MainGPU))
llamaOpts = append(llamaOpts, llama.SetTensorSplit(c.TensorSplit))
if c.Batch != 0 {
llamaOpts = append(llamaOpts, llama.SetNBatch(c.Batch))
} else {
llamaOpts = append(llamaOpts, llama.SetNBatch(512))
}
return llamaOpts
}
func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config) (func() ([]float32, error), error) {
func ImageGeneration(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst string, loader *model.ModelLoader, c Config, o *Option) (func() error, error) {
if c.Backend != model.StableDiffusionBackend {
return nil, fmt.Errorf("endpoint only working with stablediffusion models")
}
inferenceModel, err := loader.BackendLoader(c.Backend, c.ImageGenerationAssets, []llama.ModelOption{}, uint32(c.Threads), o.assetsDestination)
if err != nil {
return nil, err
}
var fn func() error
switch model := inferenceModel.(type) {
case *stablediffusion.StableDiffusion:
fn = func() error {
return model.GenerateImage(height, width, mode, step, seed, positive_prompt, negative_prompt, dst)
}
default:
fn = func() error {
return fmt.Errorf("creation of images not supported by the backend")
}
}
return func() error {
// This is still needed, see: https://github.com/ggerganov/llama.cpp/discussions/784
mutexMap.Lock()
l, ok := mutexes[c.Backend]
if !ok {
m := &sync.Mutex{}
mutexes[c.Backend] = m
l = m
}
mutexMap.Unlock()
l.Lock()
defer l.Unlock()
return fn()
}, nil
}
func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config, o *Option) (func() ([]float32, error), error) {
if !c.Embeddings {
return nil, fmt.Errorf("endpoint disabled for this model by API configuration")
}
@@ -46,9 +102,9 @@ func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config)
var inferenceModel interface{}
var err error
if c.Backend == "" {
inferenceModel, err = loader.GreedyLoader(modelFile, llamaOpts, uint32(c.Threads))
inferenceModel, err = loader.GreedyLoader(modelFile, llamaOpts, uint32(c.Threads), o.assetsDestination)
} else {
inferenceModel, err = loader.BackendLoader(c.Backend, modelFile, llamaOpts, uint32(c.Threads))
inferenceModel, err = loader.BackendLoader(c.Backend, modelFile, llamaOpts, uint32(c.Threads), o.assetsDestination)
}
if err != nil {
return nil, err
@@ -58,7 +114,7 @@ func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config)
switch model := inferenceModel.(type) {
case *llama.LLama:
fn = func() ([]float32, error) {
predictOptions := buildLLamaPredictOptions(c)
predictOptions := buildLLamaPredictOptions(c, loader.ModelPath)
if len(tokens) > 0 {
return model.TokenEmbeddings(tokens, predictOptions...)
}
@@ -107,7 +163,7 @@ func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, c Config)
}, nil
}
func buildLLamaPredictOptions(c Config) []llama.PredictOption {
func buildLLamaPredictOptions(c Config, modelPath string) []llama.PredictOption {
// Generate the prediction using the language model
predictOptions := []llama.PredictOption{
llama.SetTemperature(c.Temperature),
@@ -117,6 +173,21 @@ func buildLLamaPredictOptions(c Config) []llama.PredictOption {
llama.SetThreads(c.Threads),
}
if c.PromptCacheAll {
predictOptions = append(predictOptions, llama.EnablePromptCacheAll)
}
if c.PromptCacheRO {
predictOptions = append(predictOptions, llama.EnablePromptCacheRO)
}
if c.PromptCachePath != "" {
// Create parent directory
p := filepath.Join(modelPath, c.PromptCachePath)
os.MkdirAll(filepath.Dir(p), 0755)
predictOptions = append(predictOptions, llama.SetPathPromptCache(p))
}
if c.Mirostat != 0 {
predictOptions = append(predictOptions, llama.SetMirostat(c.Mirostat))
}
@@ -159,10 +230,20 @@ func buildLLamaPredictOptions(c Config) []llama.PredictOption {
predictOptions = append(predictOptions, llama.SetSeed(c.Seed))
}
//predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed))
predictOptions = append(predictOptions, llama.SetFrequencyPenalty(c.FrequencyPenalty))
predictOptions = append(predictOptions, llama.SetMlock(c.MMlock))
predictOptions = append(predictOptions, llama.SetMemoryMap(c.MMap))
predictOptions = append(predictOptions, llama.SetPredictionMainGPU(c.MainGPU))
predictOptions = append(predictOptions, llama.SetPredictionTensorSplit(c.TensorSplit))
predictOptions = append(predictOptions, llama.SetTailFreeSamplingZ(c.TFZ))
predictOptions = append(predictOptions, llama.SetTypicalP(c.TypicalP))
return predictOptions
}
func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback func(string) bool) (func() (string, error), error) {
func ModelInference(s string, loader *model.ModelLoader, c Config, o *Option, tokenCallback func(string) bool) (func() (string, error), error) {
supportStreams := false
modelFile := c.Model
@@ -171,9 +252,9 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
var inferenceModel interface{}
var err error
if c.Backend == "" {
inferenceModel, err = loader.GreedyLoader(modelFile, llamaOpts, uint32(c.Threads))
inferenceModel, err = loader.GreedyLoader(modelFile, llamaOpts, uint32(c.Threads), o.assetsDestination)
} else {
inferenceModel, err = loader.BackendLoader(c.Backend, modelFile, llamaOpts, uint32(c.Threads))
inferenceModel, err = loader.BackendLoader(c.Backend, modelFile, llamaOpts, uint32(c.Threads), o.assetsDestination)
}
if err != nil {
return nil, err
@@ -199,23 +280,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
return response, nil
}
case *gpt2.GPTNeoX:
case *transformers.GPTNeoX:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -223,23 +304,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Replit:
case *transformers.Replit:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -247,23 +328,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Starcoder:
case *transformers.Starcoder:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -271,23 +352,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.RedPajama:
case *transformers.MPT:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -315,23 +396,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.StableLM:
case *transformers.Falcon:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -339,23 +420,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.Dolly:
case *transformers.GPTJ:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -363,23 +444,47 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
predictOptions...,
)
}
case *gpt2.GPT2:
case *transformers.Dolly:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []gpt2.PredictOption{
gpt2.SetTemperature(c.Temperature),
gpt2.SetTopP(c.TopP),
gpt2.SetTopK(c.TopK),
gpt2.SetTokens(c.Maxtokens),
gpt2.SetThreads(c.Threads),
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
s,
predictOptions...,
)
}
case *transformers.GPT2:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []transformers.PredictOption{
transformers.SetTemperature(c.Temperature),
transformers.SetTopP(c.TopP),
transformers.SetTopK(c.TopK),
transformers.SetTokens(c.Maxtokens),
transformers.SetThreads(c.Threads),
}
if c.Batch != 0 {
predictOptions = append(predictOptions, transformers.SetBatch(c.Batch))
}
if c.Seed != 0 {
predictOptions = append(predictOptions, transformers.SetSeed(c.Seed))
}
return model.Predict(
@@ -425,7 +530,7 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
model.SetTokenCallback(tokenCallback)
}
predictOptions := buildLLamaPredictOptions(c)
predictOptions := buildLLamaPredictOptions(c, loader.ModelPath)
str, er := model.Predict(
s,
@@ -437,6 +542,23 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
model.SetTokenCallback(nil)
return str, er
}
case *langchain.HuggingFace:
fn = func() (string, error) {
// Generate the prediction using the language model
predictOptions := []langchain.PredictOption{
langchain.SetModel(c.Model),
langchain.SetMaxTokens(c.Maxtokens),
langchain.SetTemperature(c.Temperature),
langchain.SetStopWords(c.StopWords),
}
pred, er := model.PredictHuggingFace(s, predictOptions...)
if er != nil {
return "", er
}
return pred.Completion, nil
}
}
return func() (string, error) {
@@ -460,7 +582,7 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
}, nil
}
func ComputeChoices(predInput string, input *OpenAIRequest, config *Config, loader *model.ModelLoader, cb func(string, *[]Choice), tokenCallback func(string) bool) ([]Choice, error) {
func ComputeChoices(predInput string, input *OpenAIRequest, config *Config, o *Option, loader *model.ModelLoader, cb func(string, *[]Choice), tokenCallback func(string) bool) ([]Choice, error) {
result := []Choice{}
n := input.N
@@ -470,7 +592,7 @@ func ComputeChoices(predInput string, input *OpenAIRequest, config *Config, load
}
// get the model function to call for the result
predFunc, err := ModelInference(predInput, loader, *config, tokenCallback)
predFunc, err := ModelInference(predInput, loader, *config, o, tokenCallback)
if err != nil {
return result, err
}

6
assets.go Normal file
View File

@@ -0,0 +1,6 @@
package main
import "embed"
//go:embed backend-assets/*
var backendAssets embed.FS

View File

@@ -5,7 +5,7 @@ services:
image: quay.io/go-skynet/local-ai:latest
build:
context: .
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
env_file:

View File

@@ -1,7 +1,11 @@
#!/bin/bash
set -e
cd /build
make build
if [ "$REBUILD" != "false" ]; then
rm -rf ./local-ai
make build
fi
./local-ai "$@"

View File

@@ -4,6 +4,13 @@ Here is a list of projects that can easily be integrated with the LocalAI backen
### Projects
### AutoGPT
_by [@mudler](https://github.com/mudler)_
This example shows how to use AutoGPT with LocalAI.
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/autoGPT/)
### Chatbot-UI
@@ -15,6 +22,16 @@ This integration shows how to use LocalAI with [mckaywrigley/chatbot-ui](https:/
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui/)
There is also a separate example to show how to manually setup a model: [example](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui-manual/)
### Flowise
_by [@mudler](https://github.com/mudler)_
This example shows how to use [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) with LocalAI.
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/flowise/)
### Discord bot
_by [@mudler](https://github.com/mudler)_
@@ -57,6 +74,14 @@ A full example on how to run RWKV models with LocalAI
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/rwkv/)
### PrivateGPT
_by [@mudler](https://github.com/mudler)_
A full example on how to run PrivateGPT with LocalAI
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/privateGPT/)
### Slack bot
_by [@mudler](https://github.com/mudler)_
@@ -81,6 +106,16 @@ Shows how to integrate with `Langchain` and `Chroma` to enable question answerin
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain-chroma/)
### Telegram bot
_by [@mudler](https://github.com/mudler)
![Screenshot from 2023-06-09 00-36-26](https://github.com/go-skynet/LocalAI/assets/2420543/e98b4305-fa2d-41cf-9d2f-1bb2d75ca902)
Use LocalAI to power a Telegram bot assistant, with Image generation and audio support!
[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/telegram-bot/)
### Template for Runpod.io
_by [@fHachenberg](https://github.com/fHachenberg)_

5
examples/autoGPT/.env Normal file
View File

@@ -0,0 +1,5 @@
OPENAI_API_KEY=sk---anystringhere
OPENAI_API_BASE=http://api:8080/v1
# Models to preload at start
# Here we configure gpt4all as gpt-3.5-turbo and bert as embeddings
PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}, { "url": "github:go-skynet/model-gallery/bert-embeddings.yaml", "name": "text-embedding-ada-002"}]

View File

@@ -0,0 +1,32 @@
# AutoGPT
Example of integration with [AutoGPT](https://github.com/Significant-Gravitas/Auto-GPT).
## Run
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/autoGPT
docker-compose run --rm auto-gpt
```
Note: The example automatically downloads the `gpt4all` model as it is under a permissive license. The GPT4All model does not seem to be enough to run AutoGPT. WizardLM-7b-uncensored seems to perform better (with `f16: true`).
See the `.env` configuration file to set a different model with the [model-gallery](https://github.com/go-skynet/model-gallery) by editing `PRELOAD_MODELS`.
## Without docker
Run AutoGPT with `OPENAI_API_BASE` pointing to the LocalAI endpoint. If you run it locally for instance:
```
OPENAI_API_BASE=http://localhost:8080 python ...
```
Note: you need a model named `gpt-3.5-turbo` and `text-embedding-ada-002`. You can preload those in LocalAI at start by setting in the env:
```
PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}, { "url": "github:go-skynet/model-gallery/bert-embeddings.yaml", "name": "text-embedding-ada-002"}]
```

View File

@@ -0,0 +1,42 @@
version: "3.9"
services:
api:
image: quay.io/go-skynet/local-ai:latest
ports:
- 8080:8080
env_file:
- .env
environment:
- DEBUG=true
- MODELS_PATH=/models
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
auto-gpt:
image: significantgravitas/auto-gpt
depends_on:
api:
condition: service_healthy
redis:
condition: service_started
env_file:
- .env
environment:
MEMORY_BACKEND: ${MEMORY_BACKEND:-redis}
REDIS_HOST: ${REDIS_HOST:-redis}
profiles: ["exclude-from-up"]
volumes:
- ./auto_gpt_workspace:/app/autogpt/auto_gpt_workspace
- ./data:/app/data
## allow auto-gpt to write logs to disk
- ./logs:/app/logs
## uncomment following lines if you want to make use of these files
## you must have them existing in the same folder as this docker-compose.yml
#- type: bind
# source: ./azure.yaml
# target: /app/azure.yaml
#- type: bind
# source: ./ai_settings.yaml
# target: /app/ai_settings.yaml
redis:
image: "redis/redis-stack-server:latest"

View File

@@ -0,0 +1,48 @@
# chatbot-ui
Example of integration with [mckaywrigley/chatbot-ui](https://github.com/mckaywrigley/chatbot-ui).
![Screenshot from 2023-04-26 23-59-55](https://user-images.githubusercontent.com/2420543/234715439-98d12e03-d3ce-4f94-ab54-2b256808e05e.png)
## Setup
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/chatbot-ui
# (optional) Checkout a specific LocalAI tag
# git checkout -b build <TAG>
# Download gpt4all-j to models/
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# start with docker-compose
docker-compose up -d --pull always
# or you can build the images with:
# docker-compose up -d --build
```
## Pointing chatbot-ui to a separately managed LocalAI service
If you want to use the [chatbot-ui example](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui) with an externally managed LocalAI service, you can alter the `docker-compose` file so that it looks like the below. You will notice the file is smaller, because we have removed the section that would normally start the LocalAI service. Take care to update the IP address (or FQDN) that the chatbot-ui service tries to access (marked `<<LOCALAI_IP>>` below):
```
version: '3.6'
services:
chatgpt:
image: ghcr.io/mckaywrigley/chatbot-ui:main
ports:
- 3000:3000
environment:
- 'OPENAI_API_KEY=sk-XXXXXXXXXXXXXXXXXXXX'
- 'OPENAI_API_HOST=http://<<LOCALAI_IP>>:8080'
```
Once you've edited the Dockerfile, you can start it with `docker compose up`, then browse to `http://localhost:3000`.
## Accessing chatbot-ui
Open http://localhost:3000 for the Web UI.

View File

@@ -0,0 +1,24 @@
version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080
environment:
- DEBUG=true
- MODELS_PATH=/models
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
chatgpt:
image: ghcr.io/mckaywrigley/chatbot-ui:main
ports:
- 3000:3000
environment:
- 'OPENAI_API_KEY=sk-XXXXXXXXXXXXXXXXXXXX'
- 'OPENAI_API_HOST=http://api:8080'

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 14
stopwords:
- "HUMAN:"
- "GPT:"

View File

@@ -4,22 +4,20 @@ Example of integration with [mckaywrigley/chatbot-ui](https://github.com/mckaywr
![Screenshot from 2023-04-26 23-59-55](https://user-images.githubusercontent.com/2420543/234715439-98d12e03-d3ce-4f94-ab54-2b256808e05e.png)
## Setup
## Run
In this example LocalAI will download the gpt4all model and set it up as "gpt-3.5-turbo". See the `docker-compose.yaml`
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/chatbot-ui
# (optional) Checkout a specific LocalAI tag
# git checkout -b build <TAG>
# Download gpt4all-j to models/
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# start with docker-compose
docker-compose up -d --build
docker-compose up --pull always
# or you can build the images with:
# docker-compose up -d --build
```
## Pointing chatbot-ui to a separately managed LocalAI service

View File

@@ -3,19 +3,32 @@ version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
# As initially LocalAI will download the models defined in PRELOAD_MODELS
# you might need to tweak the healthcheck values here according to your network connection.
# Here we give a timespan of 20m to download all the required files.
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:8080/readyz"]
interval: 1m
timeout: 20m
retries: 20
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:
- DEBUG=true
- MODELS_PATH=/models
# You can preload different models here as well.
# See: https://github.com/go-skynet/model-gallery
- 'PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}]'
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
chatgpt:
depends_on:
api:
condition: service_healthy
image: ghcr.io/mckaywrigley/chatbot-ui:main
ports:
- 3000:3000

View File

@@ -5,7 +5,7 @@ services:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:

View File

@@ -0,0 +1,30 @@
# flowise
Example of integration with [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise).
![Screenshot from 2023-05-30 18-01-03](https://github.com/go-skynet/LocalAI/assets/2420543/02458782-0549-4131-971c-95ee56ec1af8)
You can check a demo video in the Flowise PR: https://github.com/FlowiseAI/Flowise/pull/123
## Run
In this example LocalAI will download the gpt4all model and set it up as "gpt-3.5-turbo". See the `docker-compose.yaml`
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/flowise
# start with docker-compose
docker-compose up --pull always
```
## Accessing flowise
Open http://localhost:3000.
## Using LocalAI
Search for LocalAI in the integration, and use the `http://api:8080/` as URL.

View File

@@ -0,0 +1,37 @@
version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
# As initially LocalAI will download the models defined in PRELOAD_MODELS
# you might need to tweak the healthcheck values here according to your network connection.
# Here we give a timespan of 20m to download all the required files.
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:8080/readyz"]
interval: 1m
timeout: 20m
retries: 20
build:
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080
environment:
- DEBUG=true
- MODELS_PATH=/models
# You can preload different models here as well.
# See: https://github.com/go-skynet/model-gallery
- 'PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}]'
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
flowise:
depends_on:
api:
condition: service_healthy
image: flowiseai/flowise
ports:
- 3000:3000
volumes:
- ~/.flowise:/root/.flowise
command: /bin/sh -c "sleep 3; flowise start"

View File

@@ -0,0 +1,5 @@
THREADS=4
CONTEXT_SIZE=512
MODELS_PATH=/models
DEBUG=true
# BUILD_TYPE=generic

4
examples/langchain-chroma/.gitignore vendored Normal file
View File

@@ -0,0 +1,4 @@
db/
state_of_the_union.txt
models/bert
models/ggml-gpt4all-j

View File

@@ -10,13 +10,20 @@ Download the models and start the API:
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/query_data
cd LocalAI/examples/langchain-chroma
wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O models/bert
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# configure your .env
# NOTE: ensure that THREADS does not exceed your machine's CPU cores
mv .env.example .env
# start with docker-compose
docker-compose up -d --build
# tail the logs & wait until the build completes
docker logs -f langchain-chroma-api-1
```
### Python requirements
@@ -29,6 +36,8 @@ pip install -r requirements.txt
In this step we will create a local vector database from our document set, so later we can ask questions on it with the LLM.
Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
```bash
export OPENAI_API_BASE=http://localhost:8080/v1
export OPENAI_API_KEY=sk-
@@ -37,7 +46,7 @@ wget https://raw.githubusercontent.com/hwchase17/chat-your-data/master/state_of_
python store.py
```
After it finishes, a directory "storage" will be created with the vector index database.
After it finishes, a directory "db" will be created with the vector index database.
## Query

View File

@@ -0,0 +1,15 @@
version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080
env_file:
- ../../.env
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai"]

View File

@@ -1,5 +1,6 @@
name: text-embedding-ada-002
parameters:
model: bert
threads: 4
backend: bert-embeddings
embeddings: true

View File

@@ -2,8 +2,9 @@
import os
from langchain.vectorstores import Chroma
from langchain.embeddings import OpenAIEmbeddings
from langchain.llms import OpenAI
from langchain.chains import VectorDBQA
from langchain.chat_models import ChatOpenAI
from langchain.chains import RetrievalQA
from langchain.vectorstores.base import VectorStoreRetriever
base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
@@ -12,8 +13,10 @@ embedding = OpenAIEmbeddings()
persist_directory = 'db'
# Now we can load the persisted database from disk, and use it as normal.
llm = ChatOpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path)
vectordb = Chroma(persist_directory=persist_directory, embedding_function=embedding)
qa = VectorDBQA.from_chain_type(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path), chain_type="stuff", vectorstore=vectordb)
retriever = VectorStoreRetriever(vectorstore=vectordb)
qa = RetrievalQA.from_llm(llm=llm, retriever=retriever)
query = "What the president said about taxes ?"
print(qa.run(query))

View File

@@ -2,9 +2,7 @@
import os
from langchain.vectorstores import Chroma
from langchain.embeddings import OpenAIEmbeddings
from langchain.text_splitter import RecursiveCharacterTextSplitter,TokenTextSplitter,CharacterTextSplitter
from langchain.llms import OpenAI
from langchain.chains import VectorDBQA
from langchain.text_splitter import CharacterTextSplitter
from langchain.document_loaders import TextLoader
base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
@@ -14,7 +12,6 @@ loader = TextLoader('state_of_the_union.txt')
documents = loader.load()
text_splitter = CharacterTextSplitter(chunk_size=300, chunk_overlap=70)
#text_splitter = TokenTextSplitter()
texts = text_splitter.split_documents(documents)
# Embed and store the texts

View File

@@ -0,0 +1,68 @@
# Data query example
Example of integration with HuggingFace Inference API with help of [langchaingo](https://github.com/tmc/langchaingo).
## Setup
Download the LocalAI and start the API:
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/langchain-huggingface
docker-compose up -d
```
Node: Ensure you've set `HUGGINGFACEHUB_API_TOKEN` environment variable, you can generate it
on [Settings / Access Tokens](https://huggingface.co/settings/tokens) page of HuggingFace site.
This is an example `.env` file for LocalAI:
```ini
MODELS_PATH=/models
CONTEXT_SIZE=512
HUGGINGFACEHUB_API_TOKEN=hg_123456
```
## Using remote models
Now you can use any remote models available via HuggingFace API, for example let's enable using of
[gpt2](https://huggingface.co/gpt2) model in `gpt-3.5-turbo.yaml` config:
```yml
name: gpt-3.5-turbo
parameters:
model: gpt2
top_k: 80
temperature: 0.2
top_p: 0.7
context_size: 1024
backend: "langchain-huggingface"
stopwords:
- "HUMAN:"
- "GPT:"
roles:
user: " "
system: " "
template:
completion: completion
chat: gpt4all
```
Here is you can see in field `parameters.model` equal `gpt2` and `backend` equal `langchain-huggingface`.
## How to use
```shell
# Now API is accessible at localhost:8080
curl http://localhost:8080/v1/models
# {"object":"list","data":[{"id":"gpt-3.5-turbo","object":"model"}]}
curl http://localhost:8080/v1/completions -H "Content-Type: application/json" -d '{
"model": "gpt-3.5-turbo",
"prompt": "A long time ago in a galaxy far, far away",
"temperature": 0.7
}'
```

View File

@@ -0,0 +1,15 @@
version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080
env_file:
- ../../.env
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai"]

View File

@@ -0,0 +1 @@
{{.Input}}

View File

@@ -0,0 +1,17 @@
name: gpt-3.5-turbo
parameters:
model: gpt2
top_k: 80
temperature: 0.2
top_p: 0.7
context_size: 1024
backend: "langchain-huggingface"
stopwords:
- "HUMAN:"
- "GPT:"
roles:
user: " "
system: " "
template:
completion: completion
chat: gpt4all

View File

@@ -12,20 +12,14 @@ git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/langchain-python
# (optional) Checkout a specific LocalAI tag
# git checkout -b build <TAG>
# Download gpt4all-j to models/
wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
# start with docker-compose
docker-compose up -d --build
docker-compose up --pull always
pip install langchain
pip install openai
export OPENAI_API_BASE=http://localhost:8080
# Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
export OPENAI_API_KEY=sk-
python test.py

View File

@@ -3,14 +3,25 @@ version: '3.6'
services:
api:
image: quay.io/go-skynet/local-ai:latest
# As initially LocalAI will download the models defined in PRELOAD_MODELS
# you might need to tweak the healthcheck values here according to your network connection.
# Here we give a timespan of 20m to download all the required files.
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:8080/readyz"]
interval: 1m
timeout: 20m
retries: 20
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:
- DEBUG=true
- MODELS_PATH=/models
# You can preload different models here as well.
# See: https://github.com/go-skynet/model-gallery
- 'PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}]'
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
command: ["/usr/bin/local-ai" ]

View File

@@ -1 +0,0 @@
../chatbot-ui/models

View File

@@ -5,7 +5,7 @@ services:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 4
stopwords:
- "HUMAN:"
- "GPT:"

View File

@@ -0,0 +1,25 @@
# privateGPT
This example is a re-adaptation of https://github.com/imartinez/privateGPT to work with LocalAI and OpenAI endpoints. We have a fork with the changes required to work with privateGPT here https://github.com/go-skynet/privateGPT ( PR: https://github.com/imartinez/privateGPT/pull/408 ).
Follow the instructions in https://github.com/go-skynet/privateGPT:
```bash
git clone git@github.com:go-skynet/privateGPT.git
cd privateGPT
pip install -r requirements.txt
```
Rename `example.env` to `.env` and edit the variables appropriately.
This is an example `.env` file for LocalAI:
```
PERSIST_DIRECTORY=db
# Set to OpenAI here
MODEL_TYPE=OpenAI
EMBEDDINGS_MODEL_NAME=all-MiniLM-L6-v2
MODEL_N_CTX=1000
# LocalAI URL
OPENAI_API_BASE=http://localhost:8080/v1
```

View File

@@ -35,6 +35,8 @@ docker-compose up -d --build
In this step we will create a local vector database from our document set, so later we can ask questions on it with the LLM.
Note: **OPENAI_API_KEY** is not required. However the library might fail if no API_KEY is passed by, so an arbitrary string can be used.
```bash
export OPENAI_API_BASE=http://localhost:8080/v1
export OPENAI_API_KEY=sk-

View File

@@ -4,7 +4,7 @@ services:
api:
image: quay.io/go-skynet/local-ai:latest
build:
context: .
context: ../../
dockerfile: Dockerfile
ports:
- 8080:8080

View File

@@ -5,7 +5,6 @@ parameters:
temperature: 0.2
top_p: 0.7
context_size: 1024
threads: 14
stopwords:
- "HUMAN:"
- "GPT:"

2
examples/rwkv/.gitignore vendored Normal file
View File

@@ -0,0 +1,2 @@
models/rwkv
models/rwkv.tokenizer.json

View File

@@ -1,5 +1,7 @@
FROM python
RUN apt-get update && apt-get -y install cmake
# convert the model (one-off)
RUN pip3 install torch numpy

View File

@@ -5,7 +5,7 @@ services:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:

View File

@@ -6,7 +6,6 @@ parameters:
max_tokens: 100
top_p: 0.8
context_size: 1024
threads: 14
backend: "rwkv"
cutwords:
- "Bob:.*"

View File

@@ -8,4 +8,4 @@ FILENAME=$(basename $URL)
wget -nc $URL -O /build/$FILENAME
python3 /build/rwkv.cpp/rwkv/convert_pytorch_to_ggml.py /build/$FILENAME /build/float-model float16
python3 /build/rwkv.cpp/rwkv/quantize.py /build/float-model $OUT Q4_2
python3 /build/rwkv.cpp/rwkv/quantize.py /build/float-model $OUT Q4_0

View File

@@ -5,7 +5,7 @@ services:
image: quay.io/go-skynet/local-ai:latest
build:
context: ../../
dockerfile: Dockerfile.dev
dockerfile: Dockerfile
ports:
- 8080:8080
environment:

View File

@@ -0,0 +1,30 @@
## Telegram bot
![Screenshot from 2023-06-09 00-36-26](https://github.com/go-skynet/LocalAI/assets/2420543/e98b4305-fa2d-41cf-9d2f-1bb2d75ca902)
This example uses a fork of [chatgpt-telegram-bot](https://github.com/karfly/chatgpt_telegram_bot) to deploy a telegram bot with LocalAI instead of OpenAI.
```bash
# Clone LocalAI
git clone https://github.com/go-skynet/LocalAI
cd LocalAI/examples/telegram-bot
git clone https://github.com/mudler/chatgpt_telegram_bot
cp -rf docker-compose.yml chatgpt_telegram_bot
cd chatgpt_telegram_bot
mv config/config.example.yml config/config.yml
mv config/config.example.env config/config.env
# Edit config/config.yml to set the telegram bot token
vim config/config.yml
# run the bot
docker-compose --env-file config/config.env up --build
```
Note: LocalAI is configured to download `gpt4all-j` in place of `gpt-3.5-turbo` and `stablediffusion` for image generation at the first start. Download size is >6GB, if your network connection is slow, adapt the `docker-compose.yml` file healthcheck section accordingly (replace `20m`, for instance with `1h`, etc.).
To configure models manually, comment the `PRELOAD_MODELS` environment variable in the `docker-compose.yml` file and see for instance the [chatbot-ui-manual example](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui-manual) `model` directory.

View File

@@ -0,0 +1,38 @@
version: "3"
services:
api:
image: quay.io/go-skynet/local-ai:v1.18.0-ffmpeg
# As initially LocalAI will download the models defined in PRELOAD_MODELS
# you might need to tweak the healthcheck values here according to your network connection.
# Here we give a timespan of 20m to download all the required files.
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:8080/readyz"]
interval: 1m
timeout: 20m
retries: 20
ports:
- 8080:8080
environment:
- DEBUG=true
- MODELS_PATH=/models
- IMAGE_PATH=/tmp
# You can preload different models here as well.
# See: https://github.com/go-skynet/model-gallery
- 'PRELOAD_MODELS=[{"url": "github:go-skynet/model-gallery/gpt4all-j.yaml", "name": "gpt-3.5-turbo"}, {"url": "github:go-skynet/model-gallery/stablediffusion.yaml"}, {"url": "github:go-skynet/model-gallery/whisper-base.yaml", "name": "whisper-1"}]'
volumes:
- ./models:/models:cached
command: ["/usr/bin/local-ai" ]
chatgpt_telegram_bot:
container_name: chatgpt_telegram_bot
command: python3 bot/bot.py
restart: always
environment:
- OPENAI_API_KEY=sk---anystringhere
- OPENAI_API_BASE=http://api:8080/v1
build:
context: "."
dockerfile: Dockerfile
depends_on:
api:
condition: service_healthy

42
go.mod
View File

@@ -3,25 +3,29 @@ module github.com/go-skynet/LocalAI
go 1.19
require (
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a
github.com/donomii/go-rwkv.cpp v0.0.0-20230614130248-a57bca3031fb
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230606002726-57543c169e27
github.com/go-audio/wav v1.1.0
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b
github.com/gofiber/fiber/v2 v2.45.0
github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa
github.com/go-skynet/go-bert.cpp v0.0.0-20230607105116-6069103f54b9
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230617123349-32b9223ccdb1
github.com/go-skynet/go-llama.cpp v0.0.0-20230616223721-7ad833b67070
github.com/gofiber/fiber/v2 v2.46.0
github.com/google/uuid v1.3.0
github.com/hashicorp/go-multierror v1.1.1
github.com/onsi/ginkgo/v2 v2.9.4
github.com/onsi/gomega v1.27.6
github.com/otiai10/copy v1.11.0
github.com/otiai10/openaigo v1.1.0
github.com/imdario/mergo v0.3.16
github.com/mudler/go-stable-diffusion v0.0.0-20230605122230-d89260f598af
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230618181029-fd419caa551b
github.com/onsi/ginkgo/v2 v2.11.0
github.com/onsi/gomega v1.27.8
github.com/otiai10/openaigo v1.2.0
github.com/rs/zerolog v1.29.1
github.com/sashabaranov/go-openai v1.9.4
github.com/sashabaranov/go-openai v1.10.1
github.com/swaggo/swag v1.16.1
github.com/urfave/cli/v2 v2.25.3
github.com/tmc/langchaingo v0.0.0-20230610024316-06cb7b57ea80
github.com/urfave/cli/v2 v2.25.5
github.com/valyala/fasthttp v1.47.0
gopkg.in/yaml.v2 v2.4.0
gopkg.in/yaml.v3 v3.0.1
)
@@ -41,7 +45,6 @@ require (
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 // indirect
github.com/google/go-cmp v0.5.9 // indirect
github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38 // indirect
github.com/google/uuid v1.3.0 // indirect
github.com/hashicorp/errwrap v1.0.0 // indirect
github.com/josharian/intern v1.0.0 // indirect
github.com/klauspost/compress v1.16.3 // indirect
@@ -49,7 +52,7 @@ require (
github.com/mattn/go-colorable v0.1.13 // indirect
github.com/mattn/go-isatty v0.0.18 // indirect
github.com/mattn/go-runewidth v0.0.14 // indirect
github.com/nomic/gpt4all/gpt4all-bindings/golang v0.0.0-00010101000000-000000000000 // indirect
github.com/otiai10/mint v1.5.1 // indirect
github.com/philhofer/fwd v1.1.2 // indirect
github.com/rivo/uniseg v0.2.0 // indirect
github.com/russross/blackfriday/v2 v2.1.0 // indirect
@@ -59,9 +62,8 @@ require (
github.com/valyala/bytebufferpool v1.0.0 // indirect
github.com/valyala/tcplisten v1.0.0 // indirect
github.com/xrash/smetrics v0.0.0-20201216005158-039620a65673 // indirect
golang.org/x/net v0.9.0 // indirect
golang.org/x/sys v0.8.0 // indirect
golang.org/x/net v0.10.0 // indirect
golang.org/x/sys v0.9.0 // indirect
golang.org/x/text v0.9.0 // indirect
golang.org/x/tools v0.8.0 // indirect
gopkg.in/yaml.v2 v2.4.0 // indirect
golang.org/x/tools v0.9.3 // indirect
)

96
go.sum
View File

@@ -16,14 +16,10 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be h1:3Hic97PY6hcw/SY44RuR7kyONkxd744RFeRrqckzwNQ=
github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2 h1:YNbUAyIRtaLODitigJU1EM5ubmMu5FmHtYAayJD6Vbg=
github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35 h1:sMg/SgnMPS/HNUO/2kGm72vl8R9TmNIwgLFr2TNwR3g=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a h1:MlyiDLNCM/wjbv8U5Elj18NvaAgl61SGiRUpqQz5dfs=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/donomii/go-rwkv.cpp v0.0.0-20230614130248-a57bca3031fb h1:ekua5AlHdmz8LaCOyX2bMp+a1cOEzReUEDFr5A1NOjg=
github.com/donomii/go-rwkv.cpp v0.0.0-20230614130248-a57bca3031fb/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230606002726-57543c169e27 h1:boeMTUUBtnLU8JElZJHXrsUzROJar9/t6vGOFjkrhhI=
github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230606002726-57543c169e27/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
github.com/go-audio/riff v1.0.0 h1:d8iCGbDvox9BfLagY94fBynxSPHO80LmZCaOsmKxokA=
@@ -42,23 +38,23 @@ github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7
github.com/go-openapi/swag v0.19.5/go.mod h1:POnQmlKehdgb5mhVOsnJFsivZCEZ/vjK9gh66Z9tfKk=
github.com/go-openapi/swag v0.19.15 h1:D2NRCBzS9/pEY3gP9Nl8aDqGUcPFrwG2p+CNFrLyrCM=
github.com/go-openapi/swag v0.19.15/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ=
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f h1:GW8RQa1RVeDF1dOuAP/y6xWVC+BRtf9tJOuEza6Asbg=
github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea h1:8Isk9D+Auth5OuXVAQPC3MO+5zF/2S7mvs2JZLw6a+8=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557 h1:LD66fKtvP2lmyuuKL8pBat/pVTKUbLs3L5fM/5lyi4w=
github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6 h1:XshpypO6ekU09CI19vuzke2a1Es1lV5ZaxA7CUehu0E=
github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6/go.mod h1:1Wj/xbkMfwQSOrhNYK178IzqQHstZbRfhx4s8p1M5VM=
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c h1:48I7jpLNGiQeBmF0SFVVbREh8vlG0zN13v9LH5ctXis=
github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c/go.mod h1:5VZ9XbcINI0XcHhkcX8GPK8TplFGAzu1Hrg4tNiMCtI=
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b h1:qqxrjY8fYDXQahmCMTCACahm1tbiqHLPUHALkFLyBfo=
github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b/go.mod h1:DLfsPD7tYYnpksERH83HSf7qVNW3FIwmz7/zfYO0/6I=
github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa h1:gxr68r/6EWroay4iI81jxqGCDbKotY4+CiwdUkBz2NQ=
github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA=
github.com/go-skynet/go-bert.cpp v0.0.0-20230607105116-6069103f54b9 h1:wRGbDwNwPmSzoXVw/HLzXY4blpRvPWg7QW2OA0WKezA=
github.com/go-skynet/go-bert.cpp v0.0.0-20230607105116-6069103f54b9/go.mod h1:pXKCpYYXujMeAvgJHU6WoMfvYbr84563+J8+Ebkyr5U=
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230610083154-01b8436f4429 h1:9w0Fy1C8fVbqKZO7Pr9NcdiN4/PSKo2OVvIdQ6meRbA=
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230610083154-01b8436f4429/go.mod h1:k/mT/SdGC6UQnNbSzeJDRyJV6kw0GfEFTpH44uTqflA=
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230617123349-32b9223ccdb1 h1:jVGgzDSfpjD/0jl/ChpGI+O4EHSAeeU6DK7IyhH8PK8=
github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230617123349-32b9223ccdb1/go.mod h1:31j1odgFXP8hDSUVfH0zErKI5aYVP18ddYnPkwCso2A=
github.com/go-skynet/go-llama.cpp v0.0.0-20230614112429-a7960253c209 h1:4JNmUNjb1lo7hHZ+Ro680PVoeZ5qvOSofXBfrWMOdQo=
github.com/go-skynet/go-llama.cpp v0.0.0-20230614112429-a7960253c209/go.mod h1:dUZekEbjnGUjk35v9iTIdmSst/NIDQ9s9Pyo4t1aBQg=
github.com/go-skynet/go-llama.cpp v0.0.0-20230616223721-7ad833b67070 h1:T771FjB1yQw8j4P5x4ayFrUPNTglzxRIqDjaNkMVIME=
github.com/go-skynet/go-llama.cpp v0.0.0-20230616223721-7ad833b67070/go.mod h1:tzi97YvT1bVQ+iTG39LvpDkKG1WbizgtljC+orSoM40=
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 h1:tfuBGBXKqDEevZMzYi5KSi8KkcZtzBcTgAUUtapy0OI=
github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572/go.mod h1:9Pwr4B2jHnOSGXyyzV8ROjYa2ojvAY6HCGYYfMoC3Ls=
github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA=
github.com/gofiber/fiber/v2 v2.45.0 h1:p4RpkJT9GAW6parBSbcNFH2ApnAuW3OzaQzbOCoDu+s=
github.com/gofiber/fiber/v2 v2.45.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
github.com/gofiber/fiber/v2 v2.46.0 h1:wkkWotblsGVlLjXj2dpgKQAYHtXumsK/HyFugQM68Ns=
github.com/gofiber/fiber/v2 v2.46.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg=
github.com/google/go-cmp v0.5.9 h1:O2Tfq5qg4qc4AmwVlvv0oLiVAGB7enBSJ2x2DqQFi38=
github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
@@ -71,6 +67,8 @@ github.com/hashicorp/errwrap v1.0.0/go.mod h1:YH+1FKiLXxHSkmPseP+kNlulaMuP3n2brv
github.com/hashicorp/go-multierror v1.1.1 h1:H5DkEtf6CXdFp0N0Em5UCwQpXMWke8IA0+lD48awMYo=
github.com/hashicorp/go-multierror v1.1.1/go.mod h1:iw975J/qwKPdAO1clOe2L8331t/9/fmwbPZ6JB6eMoM=
github.com/ianlancetaylor/demangle v0.0.0-20200824232613-28f6c0f3b639/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc=
github.com/imdario/mergo v0.3.16 h1:wwQJbIsHYGMUyLSPrEq1CT16AhnhNJQ51+4fdHUnCl4=
github.com/imdario/mergo v0.3.16/go.mod h1:WBLT9ZmE3lPoWsEzCh9LPo3TiwVN+ZKEjmz+hD27ysY=
github.com/josharian/intern v1.0.0 h1:vlS4z54oSdjm0bgjRigI+G1HpF+tI+9rE5LLzOg8HmY=
github.com/josharian/intern v1.0.0/go.mod h1:5DoeVV0s6jJacbCEi61lwdGj/aVlrQvzHFFd8Hwg//Y=
github.com/klauspost/compress v1.16.3 h1:XuJt9zzcnaz6a16/OU53ZjWp/v7/42WcR5t2a0PcNQY=
@@ -93,17 +91,28 @@ github.com/mattn/go-isatty v0.0.18 h1:DOKFKCQ7FNG2L1rbrmstDN4QVRdS89Nkh85u68Uwp9
github.com/mattn/go-isatty v0.0.18/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
github.com/mattn/go-runewidth v0.0.14 h1:+xnbZSEeDbOIg5/mE6JF0w6n9duR1l3/WmbinWVwUuU=
github.com/mattn/go-runewidth v0.0.14/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
github.com/mudler/go-stable-diffusion v0.0.0-20230605122230-d89260f598af h1:XFq6OUqsWQam0OrEr05okXsJK/TQur3zoZTHbiZD3Ks=
github.com/mudler/go-stable-diffusion v0.0.0-20230605122230-d89260f598af/go.mod h1:8ufRkpz/S/9ahkaxzZ5i4WMgO9w4InEhuRoT7vK5Rnw=
github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e h1:fD57ERR4JtEqsWbfPhv4DMiApHyliiK5xCTNVSPiaAs=
github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e/go.mod h1:zD1mROLANZcx1PVRCS0qkT7pwLkGfwJo4zjcN/Tysno=
github.com/onsi/ginkgo/v2 v2.9.4 h1:xR7vG4IXt5RWx6FfIjyAtsoMAtnc3C/rFXBBd2AjZwE=
github.com/onsi/ginkgo/v2 v2.9.4/go.mod h1:gCQYp2Q+kSoIj7ykSVb9nskRSsR6PUj4AiLywzIhbKM=
github.com/onsi/gomega v1.27.6 h1:ENqfyGeS5AX/rlXDd/ETokDz93u0YufY1Pgxuy/PvWE=
github.com/onsi/gomega v1.27.6/go.mod h1:PIQNjfQwkP3aQAH7lf7j87O/5FiNr+ZR8+ipb+qQlhg=
github.com/otiai10/copy v1.11.0 h1:OKBD80J/mLBrwnzXqGtFCzprFSGioo30JcmR4APsNwc=
github.com/otiai10/copy v1.11.0/go.mod h1:rSaLseMUsZFFbsFGc7wCJnnkTAvdc5L6VWxPE4308Ww=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230614000846-8953b7f6a6d0 h1:+QXKRNwzKyJvcJoH6tcCF0KhcG5aBbpLUquSJxdTRCU=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230614000846-8953b7f6a6d0/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230616214310-42e80495642c h1:2rQvjlFyeEUvUotYFBIwWvh5zbMVJU1fCTX5RHlYT9E=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230616214310-42e80495642c/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230618181029-fd419caa551b h1:/bSjHAjTHZhbs6ak6lDbCKFOLiXTjTEx8TNMgcJEets=
github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230618181029-fd419caa551b/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
github.com/onsi/ginkgo/v2 v2.10.0 h1:sfUl4qgLdvkChZrWCYndY2EAu9BRIw1YphNAzy1VNWs=
github.com/onsi/ginkgo/v2 v2.10.0/go.mod h1:UDQOh5wbQUlMnkLfVaIUMtQ1Vus92oM+P2JX1aulgcE=
github.com/onsi/ginkgo/v2 v2.11.0 h1:WgqUCUt/lT6yXoQ8Wef0fsNn5cAuMK7+KT9UFRz2tcU=
github.com/onsi/ginkgo/v2 v2.11.0/go.mod h1:ZhrRA5XmEE3x3rhlzamx/JJvujdZoJ2uvgI7kR0iZvM=
github.com/onsi/gomega v1.27.8 h1:gegWiwZjBsf2DgiSbf5hpokZ98JVDMcWkUiigk6/KXc=
github.com/onsi/gomega v1.27.8/go.mod h1:2J8vzI/s+2shY9XHRApDkdgPo1TKT7P2u6fXeJKFnNQ=
github.com/otiai10/mint v1.5.1 h1:XaPLeE+9vGbuyEHem1JNk3bYc7KKqyI/na0/mLd/Kks=
github.com/otiai10/openaigo v1.1.0 h1:zRvGBqZUW5PCMgdkJNsPVTBd8tOLCMTipXE5wD2pdTg=
github.com/otiai10/openaigo v1.1.0/go.mod h1:792bx6AWTS61weDi2EzKpHHnTF4eDMAlJ5GvAk/mgPg=
github.com/otiai10/mint v1.5.1/go.mod h1:MJm72SBthJjz8qhefc4z1PYEieWmy8Bku7CjcAqyUSM=
github.com/otiai10/openaigo v1.1.1 h1:ZGL13vSYA1WF/9g18JEzfEuyC+MscGyrtPMsilebOY0=
github.com/otiai10/openaigo v1.1.1/go.mod h1:792bx6AWTS61weDi2EzKpHHnTF4eDMAlJ5GvAk/mgPg=
github.com/otiai10/openaigo v1.2.0 h1:Whq+uvgqw8NdIsVdixtBKCAI6OdfCJiGPlhUnYJQ6Ag=
github.com/otiai10/openaigo v1.2.0/go.mod h1:792bx6AWTS61weDi2EzKpHHnTF4eDMAlJ5GvAk/mgPg=
github.com/philhofer/fwd v1.1.1/go.mod h1:gk3iGcWd9+svBvR0sR+KPcfE+RNWozjowpeBVG3ZVNU=
github.com/philhofer/fwd v1.1.2 h1:bnDivRJ1EWPjUIRXV5KfORO897HTbpFAQddBdE8t7Gw=
github.com/philhofer/fwd v1.1.2/go.mod h1:qkPdfjR2SIEbspLqpe1tO4n5yICnr2DY7mqEx2tUTP0=
@@ -117,26 +126,27 @@ github.com/rs/zerolog v1.29.1 h1:cO+d60CHkknCbvzEWxP0S9K6KqyTjrCNUy1LdQLCGPc=
github.com/rs/zerolog v1.29.1/go.mod h1:Le6ESbR7hc+DP6Lt1THiV8CQSdkkNrd3R0XbEgp3ZBU=
github.com/russross/blackfriday/v2 v2.1.0 h1:JIOH55/0cWyOuilr9/qlrm0BSXldqnqwMsf35Ld67mk=
github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
github.com/sashabaranov/go-openai v1.9.3 h1:uNak3Rn5pPsKRs9bdT7RqRZEyej/zdZOEI2/8wvrFtM=
github.com/sashabaranov/go-openai v1.9.3/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
github.com/sashabaranov/go-openai v1.9.4 h1:KanoCEoowAI45jVXlenMCckutSRr39qOmSi9MyPBfZM=
github.com/sashabaranov/go-openai v1.9.4/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
github.com/sashabaranov/go-openai v1.10.1 h1:6WyHJaNzF266VaEEuW6R4YW+Ei0wpMnqRYPGK7fhuhQ=
github.com/sashabaranov/go-openai v1.10.1/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
github.com/savsgio/dictpool v0.0.0-20221023140959-7bf2e61cea94 h1:rmMl4fXJhKMNWl+K+r/fq4FbbKI+Ia2m9hYBLm2h4G4=
github.com/savsgio/dictpool v0.0.0-20221023140959-7bf2e61cea94/go.mod h1:90zrgN3D/WJsDd1iXHT96alCoN2KJo6/4x1DZC3wZs8=
github.com/savsgio/gotils v0.0.0-20220530130905-52f3993e8d6d/go.mod h1:Gy+0tqhJvgGlqnTF8CVGP0AaGRjwBtXs/a5PA0Y3+A4=
github.com/savsgio/gotils v0.0.0-20230208104028-c358bd845dee h1:8Iv5m6xEo1NR1AvpV+7XmhI4r39LGNzwUL4YpMuL5vk=
github.com/savsgio/gotils v0.0.0-20230208104028-c358bd845dee/go.mod h1:qwtSXrKuJh/zsFQ12yEE89xfCrGKK63Rr7ctU/uCo4g=
github.com/shurcooL/sanitized_anchor_name v1.0.0/go.mod h1:1NzhyTcUVG4SuEtjjoZeVRXNmyL/1OwPU0+IJeTBvfc=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
github.com/stretchr/testify v1.6.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.8.1 h1:w7B6lhMri9wdJUVmEZPGGhZzrYTPvgJArz7wNPgYKsk=
github.com/stretchr/testify v1.8.2 h1:+h33VjcLVPDHtOdpUCuF+7gSuG3yGIftsP1YvFihtJ8=
github.com/swaggo/swag v1.16.1 h1:fTNRhKstPKxcnoKsytm4sahr8FaYzUcT7i1/3nd/fBg=
github.com/swaggo/swag v1.16.1/go.mod h1:9/LMvHycG3NFHfR6LwvikHv5iFvmPADQ359cKikGxto=
github.com/tinylib/msgp v1.1.6/go.mod h1:75BAfg2hauQhs3qedfdDZmWAPcFMAvJE5b9rGOMufyw=
github.com/tinylib/msgp v1.1.8 h1:FCXC1xanKO4I8plpHGH2P7koL/RzZs12l/+r7vakfm0=
github.com/tinylib/msgp v1.1.8/go.mod h1:qkpG+2ldGg4xRFmx+jfTvZPxfGFhi64BcnL9vkCm/Tw=
github.com/urfave/cli/v2 v2.25.3 h1:VJkt6wvEBOoSjPFQvOkv6iWIrsJyCrKGtCtxXWwmGeY=
github.com/urfave/cli/v2 v2.25.3/go.mod h1:GHupkWPMM0M/sj1a2b4wUrWBPzazNrIjouW6fmdJLxc=
github.com/tmc/langchaingo v0.0.0-20230610024316-06cb7b57ea80 h1:Y+a76dNVbdWduw3gznOr2O2OSZkdwDRYPKTDpG/vM9I=
github.com/tmc/langchaingo v0.0.0-20230610024316-06cb7b57ea80/go.mod h1:6l1WoyqVDwkv7cFlY3gfcTv8yVowVyuutKv8PGlQCWI=
github.com/urfave/cli/v2 v2.25.5 h1:d0NIAyhh5shGscroL7ek/Ya9QYQE0KNabJgiUinIQkc=
github.com/urfave/cli/v2 v2.25.5/go.mod h1:GHupkWPMM0M/sj1a2b4wUrWBPzazNrIjouW6fmdJLxc=
github.com/valyala/bytebufferpool v1.0.0 h1:GqA5TC/0021Y/b9FG4Oi9Mr3q7XYx6KllzawFIhcdPw=
github.com/valyala/bytebufferpool v1.0.0/go.mod h1:6bBcMArwyJ5K/AmCkWv1jt77kVWyCJ6HpOuEn7z0Csc=
github.com/valyala/fasthttp v1.47.0 h1:y7moDoxYzMooFpT5aHgNgVOQDrS3qlkfiP9mDtGGK9c=
@@ -162,8 +172,8 @@ golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v
golang.org/x/net v0.0.0-20210421230115-4e50805a0758/go.mod h1:72T/g9IO56b78aLF+1Kcs5dz7/ng1VjMUvfKvpfy+jM=
golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
golang.org/x/net v0.3.0/go.mod h1:MBQ8lrhLObU/6UmLb4fmbmk5OcyYmqtbGd/9yIeKjEE=
golang.org/x/net v0.9.0 h1:aWJ/m6xSmxWBx+V0XRHTlrYrPG56jKsLdTFmsSsCzOM=
golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns=
golang.org/x/net v0.10.0 h1:X2//UzNDwYmtCLn7To6G58Wr6f5ahEAQgKNzv9Y951M=
golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -184,6 +194,8 @@ golang.org/x/sys v0.3.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.8.0 h1:EBmGv8NaZBZTWvrbjNoL6HVt+IVy3QDQpJs7VRIw3tU=
golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.9.0 h1:KS/R3tvhPqvJvwcKfnBHJwwthS11LRhmM5D59eEXa0s=
golang.org/x/sys v0.9.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
golang.org/x/term v0.3.0/go.mod h1:q750SLmJuPmVoN1blW3UFBPREJfb1KmY3vwxfr+nFDA=
@@ -199,12 +211,12 @@ golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtn
golang.org/x/tools v0.0.0-20201022035929-9cf592e881e9/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA=
golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
golang.org/x/tools v0.4.0/go.mod h1:UE5sM2OK9E/d67R0ANs2xJizIymRP5gJU295PvKXxjQ=
golang.org/x/tools v0.8.0 h1:vSDcovVPld282ceKgDimkRSC8kpaH1dgyc9UMzlt84Y=
golang.org/x/tools v0.8.0/go.mod h1:JxBZ99ISMI5ViVkT1tr6tdNmXeTrcpVSD3vZ1RsRdN4=
golang.org/x/tools v0.9.3 h1:Gn1I8+64MsuTb/HpH+LmQtNas23LhUVr3rYZ0eKuaMM=
golang.org/x/tools v0.9.3/go.mod h1:owI94Op576fPu3cIGQeHs3joujW/2Oc6MtlxbF5dfNc=
golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
google.golang.org/protobuf v1.28.0 h1:w43yiav+6bVFTBQFZX0r7ipe9JQ1QsbMgHwbBziscLw=
google.golang.org/protobuf v1.30.0 h1:kPPoIgf3TsEvrm0PFe15JQ+570QVxYzEvvHqChK+cng=
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/check.v1 v1.0.0-20200227125254-8fa46927fb4f h1:BLraFXnmrev5lT+xlilqcH8XK9/i0At2xKjWk4p6zsU=

108
main.go
View File

@@ -33,40 +33,70 @@ func main() {
Name: "debug",
EnvVars: []string{"DEBUG"},
},
&cli.IntFlag{
Name: "threads",
DefaultText: "Number of threads used for parallel computation. Usage of the number of physical cores in the system is suggested.",
EnvVars: []string{"THREADS"},
Value: 4,
&cli.BoolFlag{
Name: "cors",
EnvVars: []string{"CORS"},
},
&cli.StringFlag{
Name: "models-path",
DefaultText: "Path containing models used for inferencing",
EnvVars: []string{"MODELS_PATH"},
Value: filepath.Join(path, "models"),
},
&cli.StringFlag{
Name: "config-file",
DefaultText: "Config file",
EnvVars: []string{"CONFIG_FILE"},
},
&cli.StringFlag{
Name: "address",
DefaultText: "Bind address for the API server.",
EnvVars: []string{"ADDRESS"},
Value: ":8080",
Name: "cors-allow-origins",
EnvVars: []string{"CORS_ALLOW_ORIGINS"},
},
&cli.IntFlag{
Name: "context-size",
DefaultText: "Default context size of the model",
EnvVars: []string{"CONTEXT_SIZE"},
Value: 512,
Name: "threads",
Usage: "Number of threads used for parallel computation. Usage of the number of physical cores in the system is suggested.",
EnvVars: []string{"THREADS"},
Value: 4,
},
&cli.StringFlag{
Name: "models-path",
Usage: "Path containing models used for inferencing",
EnvVars: []string{"MODELS_PATH"},
Value: filepath.Join(path, "models"),
},
&cli.StringFlag{
Name: "preload-models",
Usage: "A List of models to apply in JSON at start",
EnvVars: []string{"PRELOAD_MODELS"},
},
&cli.StringFlag{
Name: "preload-models-config",
Usage: "A List of models to apply at startup. Path to a YAML config file",
EnvVars: []string{"PRELOAD_MODELS_CONFIG"},
},
&cli.StringFlag{
Name: "config-file",
Usage: "Config file",
EnvVars: []string{"CONFIG_FILE"},
},
&cli.StringFlag{
Name: "address",
Usage: "Bind address for the API server.",
EnvVars: []string{"ADDRESS"},
Value: ":8080",
},
&cli.StringFlag{
Name: "image-path",
Usage: "Image directory",
EnvVars: []string{"IMAGE_PATH"},
Value: "",
},
&cli.StringFlag{
Name: "backend-assets-path",
Usage: "Path used to extract libraries that are required by some of the backends in runtime.",
EnvVars: []string{"BACKEND_ASSETS_PATH"},
Value: "/tmp/localai/backend_data",
},
&cli.IntFlag{
Name: "upload-limit",
DefaultText: "Default upload-limit. MB",
EnvVars: []string{"UPLOAD_LIMIT"},
Value: 15,
Name: "context-size",
Usage: "Default context size of the model",
EnvVars: []string{"CONTEXT_SIZE"},
Value: 512,
},
&cli.IntFlag{
Name: "upload-limit",
Usage: "Default upload-limit. MB",
EnvVars: []string{"UPLOAD_LIMIT"},
Value: 15,
},
},
Description: `
@@ -87,7 +117,27 @@ It uses llama.cpp, ggml and gpt4all as backend with golang c bindings.
Copyright: "go-skynet authors",
Action: func(ctx *cli.Context) error {
fmt.Printf("Starting LocalAI using %d threads, with models path: %s\n", ctx.Int("threads"), ctx.String("models-path"))
return api.App(ctx.String("config-file"), model.NewModelLoader(ctx.String("models-path")), ctx.Int("upload-limit"), ctx.Int("threads"), ctx.Int("context-size"), ctx.Bool("f16"), ctx.Bool("debug"), false).Listen(ctx.String("address"))
app, err := api.App(
api.WithConfigFile(ctx.String("config-file")),
api.WithJSONStringPreload(ctx.String("preload-models")),
api.WithYAMLConfigPreload(ctx.String("preload-models-config")),
api.WithModelLoader(model.NewModelLoader(ctx.String("models-path"))),
api.WithContextSize(ctx.Int("context-size")),
api.WithDebug(ctx.Bool("debug")),
api.WithImageDir(ctx.String("image-path")),
api.WithF16(ctx.Bool("f16")),
api.WithDisableMessage(false),
api.WithCors(ctx.Bool("cors")),
api.WithCorsAllowOrigins(ctx.String("cors-allow-origins")),
api.WithThreads(ctx.Int("threads")),
api.WithBackendAssets(backendAssets),
api.WithBackendAssetsOutput(ctx.String("backend-assets-path")),
api.WithUploadLimitMB(ctx.Int("upload-limit")))
if err != nil {
return err
}
return app.Listen(ctx.String("address"))
},
}

51
pkg/assets/extract.go Normal file
View File

@@ -0,0 +1,51 @@
package assets
import (
"embed"
"fmt"
"io/fs"
"os"
"path/filepath"
)
func ExtractFiles(content embed.FS, extractDir string) error {
// Create the target directory if it doesn't exist
err := os.MkdirAll(extractDir, 0755)
if err != nil {
return fmt.Errorf("failed to create directory: %v", err)
}
// Walk through the embedded FS and extract files
err = fs.WalkDir(content, ".", func(path string, d fs.DirEntry, err error) error {
if err != nil {
return err
}
// Reconstruct the directory structure in the target directory
targetFile := filepath.Join(extractDir, path)
if d.IsDir() {
// Create the directory in the target directory
err := os.MkdirAll(targetFile, 0755)
if err != nil {
return fmt.Errorf("failed to create directory: %v", err)
}
return nil
}
// Read the file from the embedded FS
fileData, err := content.ReadFile(path)
if err != nil {
return fmt.Errorf("failed to read file: %v", err)
}
// Create the file in the target directory
err = os.WriteFile(targetFile, fileData, 0644)
if err != nil {
return fmt.Errorf("failed to write file: %v", err)
}
return nil
})
return err
}

View File

@@ -0,0 +1,13 @@
package gallery_test
import (
"testing"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
func TestGallery(t *testing.T) {
RegisterFailHandler(Fail)
RunSpecs(t, "Gallery test suite")
}

307
pkg/gallery/models.go Normal file
View File

@@ -0,0 +1,307 @@
package gallery
import (
"crypto/sha256"
"fmt"
"hash"
"io"
"net/http"
"os"
"path/filepath"
"strconv"
"github.com/imdario/mergo"
"github.com/rs/zerolog/log"
"gopkg.in/yaml.v2"
)
/*
description: |
foo
license: ""
urls:
-
-
name: "bar"
config_file: |
# Note, name will be injected. or generated by the alias wanted by the user
threads: 14
files:
- filename: ""
sha: ""
uri: ""
prompt_templates:
- name: ""
content: ""
*/
type Config struct {
Description string `yaml:"description"`
License string `yaml:"license"`
URLs []string `yaml:"urls"`
Name string `yaml:"name"`
ConfigFile string `yaml:"config_file"`
Files []File `yaml:"files"`
PromptTemplates []PromptTemplate `yaml:"prompt_templates"`
}
type File struct {
Filename string `yaml:"filename" json:"filename"`
SHA256 string `yaml:"sha256" json:"sha256"`
URI string `yaml:"uri" json:"uri"`
}
type PromptTemplate struct {
Name string `yaml:"name"`
Content string `yaml:"content"`
}
func ReadConfigFile(filePath string) (*Config, error) {
// Read the YAML file
yamlFile, err := os.ReadFile(filePath)
if err != nil {
return nil, fmt.Errorf("failed to read YAML file: %v", err)
}
// Unmarshal YAML data into a Config struct
var config Config
err = yaml.Unmarshal(yamlFile, &config)
if err != nil {
return nil, fmt.Errorf("failed to unmarshal YAML: %v", err)
}
return &config, nil
}
func inTrustedRoot(path string, trustedRoot string) error {
for path != "/" {
path = filepath.Dir(path)
if path == trustedRoot {
return nil
}
}
return fmt.Errorf("path is outside of trusted root")
}
func verifyPath(path, basePath string) error {
c := filepath.Clean(filepath.Join(basePath, path))
return inTrustedRoot(c, basePath)
}
func Apply(basePath, nameOverride string, config *Config, configOverrides map[string]interface{}, downloadStatus func(string, string, string, float64)) error {
// Create base path if it doesn't exist
err := os.MkdirAll(basePath, 0755)
if err != nil {
return fmt.Errorf("failed to create base path: %v", err)
}
if len(configOverrides) > 0 {
log.Debug().Msgf("Config overrides %+v", configOverrides)
}
// Download files and verify their SHA
for _, file := range config.Files {
log.Debug().Msgf("Checking %q exists and matches SHA", file.Filename)
if err := verifyPath(file.Filename, basePath); err != nil {
return err
}
// Create file path
filePath := filepath.Join(basePath, file.Filename)
// Check if the file already exists
_, err := os.Stat(filePath)
if err == nil {
// File exists, check SHA
if file.SHA256 != "" {
// Verify SHA
calculatedSHA, err := calculateSHA(filePath)
if err != nil {
return fmt.Errorf("failed to calculate SHA for file %q: %v", file.Filename, err)
}
if calculatedSHA == file.SHA256 {
// SHA matches, skip downloading
log.Debug().Msgf("File %q already exists and matches the SHA. Skipping download", file.Filename)
continue
}
// SHA doesn't match, delete the file and download again
err = os.Remove(filePath)
if err != nil {
return fmt.Errorf("failed to remove existing file %q: %v", file.Filename, err)
}
log.Debug().Msgf("Removed %q (SHA doesn't match)", filePath)
} else {
// SHA is missing, skip downloading
log.Debug().Msgf("File %q already exists. Skipping download", file.Filename)
continue
}
} else if !os.IsNotExist(err) {
// Error occurred while checking file existence
return fmt.Errorf("failed to check file %q existence: %v", file.Filename, err)
}
log.Debug().Msgf("Downloading %q", file.URI)
// Download file
resp, err := http.Get(file.URI)
if err != nil {
return fmt.Errorf("failed to download file %q: %v", file.Filename, err)
}
defer resp.Body.Close()
// Create parent directory
err = os.MkdirAll(filepath.Dir(filePath), 0755)
if err != nil {
return fmt.Errorf("failed to create parent directory for file %q: %v", file.Filename, err)
}
// Create and write file content
outFile, err := os.Create(filePath)
if err != nil {
return fmt.Errorf("failed to create file %q: %v", file.Filename, err)
}
defer outFile.Close()
progress := &progressWriter{
fileName: file.Filename,
total: resp.ContentLength,
hash: sha256.New(),
downloadStatus: downloadStatus,
}
_, err = io.Copy(io.MultiWriter(outFile, progress), resp.Body)
if err != nil {
return fmt.Errorf("failed to write file %q: %v", file.Filename, err)
}
if file.SHA256 != "" {
// Verify SHA
calculatedSHA := fmt.Sprintf("%x", progress.hash.Sum(nil))
if calculatedSHA != file.SHA256 {
return fmt.Errorf("SHA mismatch for file %q ( calculated: %s != metadata: %s )", file.Filename, calculatedSHA, file.SHA256)
}
} else {
log.Debug().Msgf("SHA missing for %q. Skipping validation", file.Filename)
}
log.Debug().Msgf("File %q downloaded and verified", file.Filename)
}
// Write prompt template contents to separate files
for _, template := range config.PromptTemplates {
if err := verifyPath(template.Name+".tmpl", basePath); err != nil {
return err
}
// Create file path
filePath := filepath.Join(basePath, template.Name+".tmpl")
// Create parent directory
err := os.MkdirAll(filepath.Dir(filePath), 0755)
if err != nil {
return fmt.Errorf("failed to create parent directory for prompt template %q: %v", template.Name, err)
}
// Create and write file content
err = os.WriteFile(filePath, []byte(template.Content), 0644)
if err != nil {
return fmt.Errorf("failed to write prompt template %q: %v", template.Name, err)
}
log.Debug().Msgf("Prompt template %q written", template.Name)
}
name := config.Name
if nameOverride != "" {
name = nameOverride
}
if err := verifyPath(name+".yaml", basePath); err != nil {
return err
}
configFilePath := filepath.Join(basePath, name+".yaml")
// Read and update config file as map[string]interface{}
configMap := make(map[string]interface{})
err = yaml.Unmarshal([]byte(config.ConfigFile), &configMap)
if err != nil {
return fmt.Errorf("failed to unmarshal config YAML: %v", err)
}
configMap["name"] = name
if err := mergo.Merge(&configMap, configOverrides, mergo.WithOverride); err != nil {
return err
}
// Write updated config file
updatedConfigYAML, err := yaml.Marshal(configMap)
if err != nil {
return fmt.Errorf("failed to marshal updated config YAML: %v", err)
}
err = os.WriteFile(configFilePath, updatedConfigYAML, 0644)
if err != nil {
return fmt.Errorf("failed to write updated config file: %v", err)
}
log.Debug().Msgf("Written config file %s", configFilePath)
return nil
}
type progressWriter struct {
fileName string
total int64
written int64
downloadStatus func(string, string, string, float64)
hash hash.Hash
}
func (pw *progressWriter) Write(p []byte) (n int, err error) {
n, err = pw.hash.Write(p)
pw.written += int64(n)
if pw.total > 0 {
percentage := float64(pw.written) / float64(pw.total) * 100
//log.Debug().Msgf("Downloading %s: %s/%s (%.2f%%)", pw.fileName, formatBytes(pw.written), formatBytes(pw.total), percentage)
pw.downloadStatus(pw.fileName, formatBytes(pw.written), formatBytes(pw.total), percentage)
} else {
pw.downloadStatus(pw.fileName, formatBytes(pw.written), "", 0)
}
return
}
func formatBytes(bytes int64) string {
const unit = 1024
if bytes < unit {
return strconv.FormatInt(bytes, 10) + " B"
}
div, exp := int64(unit), 0
for n := bytes / unit; n >= unit; n /= unit {
div *= unit
exp++
}
return fmt.Sprintf("%.1f %ciB", float64(bytes)/float64(div), "KMGTPE"[exp])
}
func calculateSHA(filePath string) (string, error) {
file, err := os.Open(filePath)
if err != nil {
return "", err
}
defer file.Close()
hash := sha256.New()
if _, err := io.Copy(hash, file); err != nil {
return "", err
}
return fmt.Sprintf("%x", hash.Sum(nil)), nil
}

View File

@@ -0,0 +1,94 @@
package gallery_test
import (
"os"
"path/filepath"
. "github.com/go-skynet/LocalAI/pkg/gallery"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"gopkg.in/yaml.v3"
)
var _ = Describe("Model test", func() {
Context("Downloading", func() {
It("applies model correctly", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "", c, map[string]interface{}{}, func(string, string, string, float64) {})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "cerebras.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
content := map[string]interface{}{}
dat, err := os.ReadFile(filepath.Join(tempdir, "cerebras.yaml"))
Expect(err).ToNot(HaveOccurred())
err = yaml.Unmarshal(dat, content)
Expect(err).ToNot(HaveOccurred())
Expect(content["context_size"]).To(Equal(1024))
})
It("renames model correctly", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
})
It("overrides parameters", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "foo", c, map[string]interface{}{"backend": "foo"}, func(string, string, string, float64) {})
Expect(err).ToNot(HaveOccurred())
for _, f := range []string{"cerebras", "cerebras-completion.tmpl", "cerebras-chat.tmpl", "foo.yaml"} {
_, err = os.Stat(filepath.Join(tempdir, f))
Expect(err).ToNot(HaveOccurred())
}
content := map[string]interface{}{}
dat, err := os.ReadFile(filepath.Join(tempdir, "foo.yaml"))
Expect(err).ToNot(HaveOccurred())
err = yaml.Unmarshal(dat, content)
Expect(err).ToNot(HaveOccurred())
Expect(content["backend"]).To(Equal("foo"))
})
It("catches path traversals", func() {
tempdir, err := os.MkdirTemp("", "test")
Expect(err).ToNot(HaveOccurred())
defer os.RemoveAll(tempdir)
c, err := ReadConfigFile(filepath.Join(os.Getenv("FIXTURES"), "gallery_simple.yaml"))
Expect(err).ToNot(HaveOccurred())
err = Apply(tempdir, "../../../foo", c, map[string]interface{}{}, func(string, string, string, float64) {})
Expect(err).To(HaveOccurred())
})
})
})

View File

@@ -0,0 +1,47 @@
package langchain
import (
"context"
"github.com/tmc/langchaingo/llms"
"github.com/tmc/langchaingo/llms/huggingface"
)
type HuggingFace struct {
modelPath string
}
func NewHuggingFace(repoId string) (*HuggingFace, error) {
return &HuggingFace{
modelPath: repoId,
}, nil
}
func (s *HuggingFace) PredictHuggingFace(text string, opts ...PredictOption) (*Predict, error) {
po := NewPredictOptions(opts...)
// Init client
llm, err := huggingface.New()
if err != nil {
return nil, err
}
// Convert from LocalAI to LangChainGo format of options
co := []llms.CallOption{
llms.WithModel(po.Model),
llms.WithMaxTokens(po.MaxTokens),
llms.WithTemperature(po.Temperature),
llms.WithStopWords(po.StopWords),
}
// Call Inference API
ctx := context.Background()
completion, err := llm.Call(ctx, text, co...)
if err != nil {
return nil, err
}
return &Predict{
Completion: completion,
}, nil
}

View File

@@ -0,0 +1,57 @@
package langchain
type PredictOptions struct {
Model string `json:"model"`
// MaxTokens is the maximum number of tokens to generate.
MaxTokens int `json:"max_tokens"`
// Temperature is the temperature for sampling, between 0 and 1.
Temperature float64 `json:"temperature"`
// StopWords is a list of words to stop on.
StopWords []string `json:"stop_words"`
}
type PredictOption func(p *PredictOptions)
var DefaultOptions = PredictOptions{
Model: "gpt2",
MaxTokens: 200,
Temperature: 0.96,
StopWords: nil,
}
type Predict struct {
Completion string
}
func SetModel(model string) PredictOption {
return func(o *PredictOptions) {
o.Model = model
}
}
func SetTemperature(temperature float64) PredictOption {
return func(o *PredictOptions) {
o.Temperature = temperature
}
}
func SetMaxTokens(maxTokens int) PredictOption {
return func(o *PredictOptions) {
o.MaxTokens = maxTokens
}
}
func SetStopWords(stopWords []string) PredictOption {
return func(o *PredictOptions) {
o.StopWords = stopWords
}
}
// NewPredictOptions Create a new PredictOptions object with the given options.
func NewPredictOptions(opts ...PredictOption) PredictOptions {
p := DefaultOptions
for _, opt := range opts {
opt(&p)
}
return p
}

View File

@@ -7,75 +7,84 @@ import (
rwkv "github.com/donomii/go-rwkv.cpp"
whisper "github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
"github.com/go-skynet/LocalAI/pkg/langchain"
"github.com/go-skynet/LocalAI/pkg/stablediffusion"
bloomz "github.com/go-skynet/bloomz.cpp"
bert "github.com/go-skynet/go-bert.cpp"
gpt2 "github.com/go-skynet/go-gpt2.cpp"
transformers "github.com/go-skynet/go-ggml-transformers.cpp"
llama "github.com/go-skynet/go-llama.cpp"
"github.com/hashicorp/go-multierror"
gpt4all "github.com/nomic/gpt4all/gpt4all-bindings/golang"
gpt4all "github.com/nomic-ai/gpt4all/gpt4all-bindings/golang"
"github.com/rs/zerolog/log"
)
const tokenizerSuffix = ".tokenizer.json"
const (
LlamaBackend = "llama"
BloomzBackend = "bloomz"
StarcoderBackend = "starcoder"
StableLMBackend = "stablelm"
DollyBackend = "dolly"
RedPajamaBackend = "redpajama"
GPTNeoXBackend = "gptneox"
ReplitBackend = "replit"
Gpt2Backend = "gpt2"
Gpt4AllLlamaBackend = "gpt4all-llama"
Gpt4AllMptBackend = "gpt4all-mpt"
Gpt4AllJBackend = "gpt4all-j"
BertEmbeddingsBackend = "bert-embeddings"
RwkvBackend = "rwkv"
WhisperBackend = "whisper"
LlamaBackend = "llama"
BloomzBackend = "bloomz"
StarcoderBackend = "starcoder"
GPTJBackend = "gptj"
DollyBackend = "dolly"
MPTBackend = "mpt"
GPTNeoXBackend = "gptneox"
ReplitBackend = "replit"
Gpt2Backend = "gpt2"
Gpt4AllLlamaBackend = "gpt4all-llama"
Gpt4AllMptBackend = "gpt4all-mpt"
Gpt4AllJBackend = "gpt4all-j"
Gpt4All = "gpt4all"
FalconBackend = "falcon"
BertEmbeddingsBackend = "bert-embeddings"
RwkvBackend = "rwkv"
WhisperBackend = "whisper"
StableDiffusionBackend = "stablediffusion"
LCHuggingFaceBackend = "langchain-huggingface"
)
var backends []string = []string{
var autoLoadBackends []string = []string{
LlamaBackend,
Gpt4AllLlamaBackend,
Gpt4AllMptBackend,
Gpt4AllJBackend,
Gpt2Backend,
WhisperBackend,
Gpt4All,
RwkvBackend,
BloomzBackend,
StableLMBackend,
DollyBackend,
RedPajamaBackend,
GPTNeoXBackend,
ReplitBackend,
WhisperBackend,
BertEmbeddingsBackend,
GPTJBackend,
Gpt2Backend,
DollyBackend,
FalconBackend,
MPTBackend,
ReplitBackend,
StarcoderBackend,
BloomzBackend,
}
var starCoder = func(modelFile string) (interface{}, error) {
return gpt2.NewStarcoder(modelFile)
return transformers.NewStarcoder(modelFile)
}
var redPajama = func(modelFile string) (interface{}, error) {
return gpt2.NewRedPajama(modelFile)
var mpt = func(modelFile string) (interface{}, error) {
return transformers.NewMPT(modelFile)
}
var dolly = func(modelFile string) (interface{}, error) {
return gpt2.NewDolly(modelFile)
return transformers.NewDolly(modelFile)
}
var gptNeoX = func(modelFile string) (interface{}, error) {
return gpt2.NewGPTNeoX(modelFile)
return transformers.NewGPTNeoX(modelFile)
}
var replit = func(modelFile string) (interface{}, error) {
return gpt2.NewReplit(modelFile)
return transformers.NewReplit(modelFile)
}
var stableLM = func(modelFile string) (interface{}, error) {
return gpt2.NewStableLM(modelFile)
var gptJ = func(modelFile string) (interface{}, error) {
return transformers.NewGPTJ(modelFile)
}
var falcon = func(modelFile string) (interface{}, error) {
return transformers.NewFalcon(modelFile)
}
var bertEmbeddings = func(modelFile string) (interface{}, error) {
@@ -85,14 +94,23 @@ var bertEmbeddings = func(modelFile string) (interface{}, error) {
var bloomzLM = func(modelFile string) (interface{}, error) {
return bloomz.New(modelFile)
}
var gpt2LM = func(modelFile string) (interface{}, error) {
return gpt2.New(modelFile)
var transformersLM = func(modelFile string) (interface{}, error) {
return transformers.New(modelFile)
}
var stableDiffusion = func(assetDir string) (interface{}, error) {
return stablediffusion.New(assetDir)
}
var whisperModel = func(modelFile string) (interface{}, error) {
return whisper.New(modelFile)
}
var lcHuggingFace = func(repoId string) (interface{}, error) {
return langchain.NewHuggingFace(repoId)
}
func llamaLM(opts ...llama.ModelOption) func(string) (interface{}, error) {
return func(s string) (interface{}, error) {
return llama.New(s, opts...)
@@ -107,6 +125,8 @@ func gpt4allLM(opts ...gpt4all.ModelOption) func(string) (interface{}, error) {
func rwkvLM(tokenFile string, threads uint32) func(string) (interface{}, error) {
return func(s string) (interface{}, error) {
log.Debug().Msgf("Loading RWKV", s, tokenFile)
model := rwkv.LoadFiles(s, tokenFile, threads)
if model == nil {
return nil, fmt.Errorf("could not load model")
@@ -115,61 +135,65 @@ func rwkvLM(tokenFile string, threads uint32) func(string) (interface{}, error)
}
}
func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, llamaOpts []llama.ModelOption, threads uint32) (model interface{}, err error) {
func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, llamaOpts []llama.ModelOption, threads uint32, assetDir string) (model interface{}, err error) {
log.Debug().Msgf("Loading model %s from %s", backendString, modelFile)
switch strings.ToLower(backendString) {
case LlamaBackend:
return ml.LoadModel(modelFile, llamaLM(llamaOpts...))
case BloomzBackend:
return ml.LoadModel(modelFile, bloomzLM)
case StableLMBackend:
return ml.LoadModel(modelFile, stableLM)
case GPTJBackend:
return ml.LoadModel(modelFile, gptJ)
case DollyBackend:
return ml.LoadModel(modelFile, dolly)
case RedPajamaBackend:
return ml.LoadModel(modelFile, redPajama)
case MPTBackend:
return ml.LoadModel(modelFile, mpt)
case Gpt2Backend:
return ml.LoadModel(modelFile, gpt2LM)
return ml.LoadModel(modelFile, transformersLM)
case FalconBackend:
return ml.LoadModel(modelFile, falcon)
case GPTNeoXBackend:
return ml.LoadModel(modelFile, gptNeoX)
case ReplitBackend:
return ml.LoadModel(modelFile, replit)
case StableDiffusionBackend:
return ml.LoadModel(modelFile, stableDiffusion)
case StarcoderBackend:
return ml.LoadModel(modelFile, starCoder)
case Gpt4AllLlamaBackend:
return ml.LoadModel(modelFile, gpt4allLM(gpt4all.SetThreads(int(threads)), gpt4all.SetModelType(gpt4all.LLaMAType)))
case Gpt4AllMptBackend:
return ml.LoadModel(modelFile, gpt4allLM(gpt4all.SetThreads(int(threads)), gpt4all.SetModelType(gpt4all.MPTType)))
case Gpt4AllJBackend:
return ml.LoadModel(modelFile, gpt4allLM(gpt4all.SetThreads(int(threads)), gpt4all.SetModelType(gpt4all.GPTJType)))
case Gpt4AllLlamaBackend, Gpt4AllMptBackend, Gpt4AllJBackend, Gpt4All:
return ml.LoadModel(modelFile, gpt4allLM(gpt4all.SetThreads(int(threads)), gpt4all.SetLibrarySearchPath(filepath.Join(assetDir, "backend-assets", "gpt4all"))))
case BertEmbeddingsBackend:
return ml.LoadModel(modelFile, bertEmbeddings)
case RwkvBackend:
return ml.LoadModel(modelFile, rwkvLM(filepath.Join(ml.ModelPath, modelFile+tokenizerSuffix), threads))
case WhisperBackend:
return ml.LoadModel(modelFile, whisperModel)
case LCHuggingFaceBackend:
return ml.LoadModel(modelFile, lcHuggingFace)
default:
return nil, fmt.Errorf("backend unsupported: %s", backendString)
}
}
func (ml *ModelLoader) GreedyLoader(modelFile string, llamaOpts []llama.ModelOption, threads uint32) (interface{}, error) {
log.Debug().Msgf("Loading models greedly")
func (ml *ModelLoader) GreedyLoader(modelFile string, llamaOpts []llama.ModelOption, threads uint32, assetDir string) (interface{}, error) {
log.Debug().Msgf("Loading model '%s' greedly", modelFile)
ml.mu.Lock()
m, exists := ml.models[modelFile]
if exists {
log.Debug().Msgf("Model '%s' already loaded", modelFile)
ml.mu.Unlock()
return m, nil
}
ml.mu.Unlock()
var err error
for _, b := range backends {
for _, b := range autoLoadBackends {
if b == BloomzBackend || b == WhisperBackend || b == RwkvBackend { // do not autoload bloomz/whisper/rwkv
continue
}
log.Debug().Msgf("[%s] Attempting to load", b)
model, modelerr := ml.BackendLoader(b, modelFile, llamaOpts, threads)
model, modelerr := ml.BackendLoader(b, modelFile, llamaOpts, threads, assetDir)
if modelerr == nil && model != nil {
log.Debug().Msgf("[%s] Loads OK", b)
return model, nil

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@@ -0,0 +1,35 @@
//go:build stablediffusion
// +build stablediffusion
package stablediffusion
import (
stableDiffusion "github.com/mudler/go-stable-diffusion"
)
func GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst, asset_dir string) error {
if height > 512 || width > 512 {
return stableDiffusion.GenerateImageUpscaled(
height,
width,
step,
seed,
positive_prompt,
negative_prompt,
dst,
asset_dir,
)
}
return stableDiffusion.GenerateImage(
height,
width,
mode,
step,
seed,
positive_prompt,
negative_prompt,
dst,
"",
asset_dir,
)
}

View File

@@ -0,0 +1,10 @@
//go:build !stablediffusion
// +build !stablediffusion
package stablediffusion
import "fmt"
func GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst, asset_dir string) error {
return fmt.Errorf("This version of LocalAI was built without the stablediffusion tag")
}

View File

@@ -0,0 +1,20 @@
package stablediffusion
import "os"
type StableDiffusion struct {
assetDir string
}
func New(assetDir string) (*StableDiffusion, error) {
if _, err := os.Stat(assetDir); err != nil {
return nil, err
}
return &StableDiffusion{
assetDir: assetDir,
}, nil
}
func (s *StableDiffusion) GenerateImage(height, width, mode, step, seed int, positive_prompt, negative_prompt, dst string) error {
return GenerateImage(height, width, mode, step, seed, positive_prompt, negative_prompt, dst, s.assetDir)
}

40
tests/fixtures/gallery_simple.yaml vendored Normal file
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@@ -0,0 +1,40 @@
name: "cerebras"
description: |
cerebras
license: "Apache 2.0"
config_file: |
parameters:
model: cerebras
top_k: 80
temperature: 0.2
top_p: 0.7
context_size: 1024
stopwords:
- "HUMAN:"
- "GPT:"
roles:
user: ""
system: ""
template:
completion: "cerebras-completion"
chat: cerebras-chat
files:
- filename: "cerebras"
sha256: "c947051ae4dba9530ca55d923a7a484acd65664c8633462c8ccd4bb7848f2c65"
uri: "https://huggingface.co/concedo/cerebras-111M-ggml/resolve/main/cerebras-111m-q4_2.bin"
prompt_templates:
- name: "cerebras-completion"
content: |
Complete the prompt
### Prompt:
{{.Input}}
### Response:
- name: "cerebras-chat"
content: |
The prompt below is a question to answer, a task to complete, or a conversation to respond to; decide which and write an appropriate response.
### Prompt:
{{.Input}}
### Response:

View File

@@ -1,6 +1,5 @@
name: text-embedding-ada-002
parameters:
model: bert
threads: 14
backend: bert-embeddings
embeddings: true

View File

@@ -0,0 +1,4 @@
The prompt below is a question to answer, a task to complete, or a conversation to respond to; decide which and write an appropriate response.
### Prompt:
{{.Input}}
### Response:

View File

@@ -0,0 +1,18 @@
name: rwkv_test
parameters:
model: rwkv
top_k: 80
temperature: 0.9
max_tokens: 100
top_p: 0.8
context_size: 1024
backend: "rwkv"
cutwords:
- "Bob:.*"
roles:
user: "Bob:"
system: "Alice:"
assistant: "Alice:"
template:
completion: rwkv_completion
chat: rwkv_chat

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