nixpkgs/pkgs/by-name/lo/local-ai/tests.nix
Christian Kögler 0114be0584 local-ai: 2.11.0 -> 2.12.3
- acitvate with_stablediffusion and with_tts per default
- move tests to separate file
- add llama test
2024-04-11 12:06:13 +02:00

161 lines
5.9 KiB
Nix

{ self
, lib
, testers
, fetchzip
, fetchurl
, writers
, symlinkJoin
, linkFarmFromDrvs
, jq
}:
{
version = testers.testVersion {
package = self;
version = "v" + self.version;
};
health =
let
port = "8080";
in
testers.runNixOSTest {
name = self.name + "-health";
nodes.machine = {
systemd.services.local-ai = {
wantedBy = [ "multi-user.target" ];
serviceConfig.ExecStart = "${self}/bin/local-ai --debug --localai-config-dir . --address :${port}";
};
};
testScript = ''
machine.wait_for_open_port(${port})
machine.succeed("curl -f http://localhost:${port}/readyz")
'';
};
# https://localai.io/docs/getting-started/manual/
llama =
let
port = "8080";
gguf = fetchurl {
url = "https://huggingface.co/TheBloke/Luna-AI-Llama2-Uncensored-GGUF/resolve/main/luna-ai-llama2-uncensored.Q4_K_M.gguf";
sha256 = "6a9dc401c84f0d48996eaa405174999c3a33bf12c2bfd8ea4a1e98f376de1f15";
};
models = linkFarmFromDrvs "models" [
gguf
];
in
testers.runNixOSTest {
name = self.name + "-llama";
nodes.machine =
let
cores = 4;
in
{
virtualisation = {
inherit cores;
memorySize = 8192;
};
systemd.services.local-ai = {
wantedBy = [ "multi-user.target" ];
serviceConfig.ExecStart = "${self}/bin/local-ai --debug --threads ${toString cores} --models-path ${models} --localai-config-dir . --address :${port}";
};
};
testScript =
let
# https://localai.io/features/text-generation/#chat-completions
request-chat-completions = {
model = gguf.name;
messages = [{ role = "user"; content = "Say this is a test!"; }];
temperature = 0.7;
};
# https://localai.io/features/text-generation/#edit-completions
request-edit-completions = {
model = gguf.name;
instruction = "rephrase";
input = "Black cat jumped out of the window";
temperature = 0.7;
};
# https://localai.io/features/text-generation/#completions
request-completions = {
model = gguf.name;
prompt = "A long time ago in a galaxy far, far away";
temperature = 0.7;
};
in
''
machine.wait_for_open_port(${port})
machine.succeed("curl -f http://localhost:${port}/readyz")
machine.succeed("curl -f http://localhost:${port}/v1/models --output models.json")
machine.succeed("${jq}/bin/jq --exit-status 'debug | .data[].id == \"${gguf.name}\"' models.json")
machine.succeed("curl -f http://localhost:${port}/v1/chat/completions --json @${writers.writeJSON "request-chat-completions.json" request-chat-completions} --output chat-completions.json")
machine.succeed("${jq}/bin/jq --exit-status 'debug | .object == \"chat.completion\"' chat-completions.json")
machine.succeed("curl -f http://localhost:${port}/v1/edits --json @${writers.writeJSON "request-edit-completions.json" request-edit-completions} --output edit-completions.json")
machine.succeed("${jq}/bin/jq --exit-status 'debug | .object == \"edit\"' edit-completions.json")
machine.succeed("curl -f http://localhost:${port}/v1/completions --json @${writers.writeJSON "request-completions.json" request-completions} --output completions.json")
machine.succeed("${jq}/bin/jq --exit-status 'debug | .object ==\"text_completion\"' completions.json")
'';
};
} // lib.optionalAttrs self.features.with_tts {
# https://localai.io/features/text-to-audio/#piper
tts =
let
port = "8080";
voice-en-us = fetchzip {
url = "https://github.com/rhasspy/piper/releases/download/v0.0.2/voice-en-us-danny-low.tar.gz";
hash = "sha256-5wf+6H5HeQY0qgdqnAG1vSqtjIFM9lXH53OgouuPm0M=";
stripRoot = false;
};
ggml-tiny-en = fetchurl {
url = "https://huggingface.co/ggerganov/whisper.cpp/resolve/main/ggml-tiny.en-q5_1.bin";
hash = "sha256-x3xXZvHO8JtrfUfyG1Rsvd1BV4hrO11tT3CekeZsfCs=";
};
whisper-en = {
name = "whisper-en";
backend = "whisper";
parameters.model = ggml-tiny-en.name;
};
models = symlinkJoin {
name = "models";
paths = [
voice-en-us
(linkFarmFromDrvs "whisper-en" [
(writers.writeYAML "whisper-en.yaml" whisper-en)
ggml-tiny-en
])
];
};
in
testers.runNixOSTest {
name = self.name + "-tts";
nodes.machine =
let
cores = 2;
in
{
virtualisation = {
inherit cores;
};
systemd.services.local-ai = {
wantedBy = [ "multi-user.target" ];
serviceConfig.ExecStart = "${self}/bin/local-ai --debug --threads ${toString cores} --models-path ${models} --localai-config-dir . --address :${port}";
};
};
testScript =
let
request = {
model = "en-us-danny-low.onnx";
backend = "piper";
input = "Hello, how are you?";
};
in
''
machine.wait_for_open_port(${port})
machine.succeed("curl -f http://localhost:${port}/readyz")
machine.succeed("curl -f http://localhost:${port}/tts --json @${writers.writeJSON "request.json" request} --output out.wav")
machine.succeed("curl -f http://localhost:${port}/v1/audio/transcriptions --header 'Content-Type: multipart/form-data' --form file=@out.wav --form model=${whisper-en.name} --output transcription.json")
machine.succeed("${jq}/bin/jq --exit-status 'debug | .segments | first.text == \"${request.input}\"' transcription.json")
'';
};
}