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project.yaml
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project.yaml
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kind: project
metadata:
name: mlopspedia-bot-yonis
spec:
params:
source: git://github.com/mlrun/demo-llm-tuning.git#main
default_image: yonishelach/mlrun-llm
functions:
- url: src/data_collection.py
name: data-collecting
kind: job
image: mlrun/mlrun
- url: src/data_preprocess.py
name: data-preparing
kind: job
- url: src/trainer.py
name: training
kind: job
- name: serving
spec:
kind: serving
metadata:
name: serving
project: mlopspedia-bot-yonis
spec:
command: ''
args: []
image: yonishelach/mlrun-llm
build:
functionSourceCode: import json
import os
import zipfile
from typing import Any, Dict

import evaluate
import mlrun.artifacts
import numpy as np
import torch
import transformers
from mlrun.serving.v2_serving import V2ModelServer
from peft import PeftModel

SUBJECT_MARK = "### Human: "
CONTENT_MARK = "\n### Assistant: "
PROMPT_FORMAT = SUBJECT_MARK + "{}" + CONTENT_MARK


def preprocess(request: dict) -> dict:
    """
    convert the request to the required structure for the predict function

    :param request: A http request that contains the prompt
    """
    # Read bytes:
    if isinstance(request, bytes):
        request = json.loads(request)

    # Get the prompt:
    prompt = request.pop("prompt")

    # Format the prompt as subject:
    prompt = PROMPT_FORMAT.format(str(prompt))

    # Update the request and return:
    request = {"inputs": [{"prompt": [prompt], **request}]}
    return request


class LLMModelServer(V2ModelServer):
    """
    This is temporary and will be built in mlrun 1.5.0
    """

    def __init__(
        self,
        context: mlrun.MLClientCtx = None,
        name: str = None,
        model_class: str = "AutoModelForCausalLM",
        tokenizer_class: str = "AutoTokenizer",
        # model args:
        model_args: dict = None,
        # Load from MLRun args:
        model_path: str = None,
        # Load from hub args:
        model_name: str = None,
        tokenizer_name: str = None,
        # Deepspeed args:
        use_deepspeed: bool = False,
        n_gpus: int = 1,
        is_fp16: bool = True,
        # peft model:
        peft_model: str = None,
        # Inference args:
        **class_args,
    ):
        # Initialize the base server:
        super(LLMModelServer, self).__init__(
            context=context,
            name=name,
            model_path=model_path,
            **class_args,
        )

        # Save class names:
        self.model_class = model_class
        self.tokenizer_class = tokenizer_class

        # Save hub loading parameters:
        self.model_name = model_name
        self.tokenizer_name = tokenizer_name or self.model_name

        # Save load model arguments:
        self.model_args = model_args

        # Save deepspeed parameters:
        self.use_deepspeed = use_deepspeed
        self.n_gpus = n_gpus
        self.is_fp16 = is_fp16

        # PEFT parameters:
        self.peft_model = peft_model

        # Prepare variables for future use:
        self.model = None
        self.tokenizer = None
        self._model_class = None
        self._tokenizer_class = None

    def load(self):
        # Get classes:
        self._model_class = getattr(transformers, self.model_class)
        self._tokenizer_class = getattr(transformers, self.tokenizer_class)

        # Load the model and tokenizer:
        if self.model_path:
            self._load_from_mlrun()
        else:
            self._load_from_hub()

        # Use deepspeed if needed:
        if self.use_deepspeed:
            import deepspeed

            self.model = deepspeed.init_inference(
                model=self.model,
                mp_size=self.n_gpus,
                dtype=torch.float16 if self.is_fp16 else torch.float32,
                replace_method="auto",
                replace_with_kernel_inject=True,
            )
        if self.peft_model:
            self._load_peft_model()

    def _extract_model(self, url):
        # Get the model artifact and file:
        (
            model_file,
            model_artifact,
            extra_data,
        ) = mlrun.artifacts.get_model(url)

        # Read the name:
        model_name = model_artifact.spec.db_key

        # Extract logged model files:
        model_directory = os.path.join(os.path.dirname(model_file), model_name)
        with zipfile.ZipFile(model_file, "r") as zip_file:
            zip_file.extractall(model_directory)
        return model_directory

    def _load_peft_model(self):
        model_directory = self._extract_model(self.peft_model)
        self.model = PeftModel.from_pretrained(self.model, model_directory)
        self.model.eval()

    def _load_from_mlrun(self):
        model_directory = self._extract_model(self.model_path)

        # Loading the saved pretrained tokenizer and model:
        self.tokenizer = self._tokenizer_class.from_pretrained(model_directory)
        self.model = self._model_class.from_pretrained(
            model_directory, **self.model_args
        )

    def _load_from_hub(self):
        # Loading the pretrained tokenizer and model:
        self.tokenizer = self._tokenizer_class.from_pretrained(
            self.tokenizer_name,
            model_max_length=512,
        )
        self.model = self._model_class.from_pretrained(
            self.model_name, **self.model_args
        )

    def predict(self, request: Dict[str, Any]) -> dict:
        # Get the inputs:
        kwargs = request["inputs"][0]
        prompt = kwargs.pop("prompt")[0]

        # Tokenize:
        inputs = self.tokenizer(prompt, return_tensors="pt")["input_ids"]
        if self.model.device.type == "cuda":
            inputs = inputs.cuda()

        # Get the pad token id:
        pad_token_id = self.tokenizer.eos_token_id

        # Infer through the model:
        output = self.model.generate(
            input_ids=inputs,
            do_sample=True,
            num_return_sequences=1,
            pad_token_id=pad_token_id,
            **kwargs,
        )

        # Detokenize:
        prediction = self.tokenizer.decode(output[0], skip_special_tokens=True)

        return {"prediction": prediction, "prompt": prompt}

    def explain(self, request: Dict) -> str:
        return f"LLM model server named {self.name}"


def postprocess(inputs: dict) -> dict:
    """
    Postprocessing the generated output of the model
    """
    # Read the prediction:
    prediction = inputs["outputs"]["prediction"]

    # Look for a 'Content: ' mark to know the model found the subject, otherwise, it is probably garbage:
    content_index = prediction.find(CONTENT_MARK)
    if content_index == -1:
        output = f"I'm not sure about it but I'll do my best: {prediction}"
    else:
        output = prediction[content_index + len(CONTENT_MARK) :]

    return {
        "inputs": [
            {"prediction": output.strip(), "prompt": inputs["outputs"]["prompt"]}
        ]
    }


class ToxicityClassifierModelServer(V2ModelServer):
    """
    model that checks if the text contain toxicity language.
    """

    def __init__(self, context, name: str, threshold: float = 0.7, **class_args):
        # Initialize the base server:
        super(ToxicityClassifierModelServer, self).__init__(
            context=context,
            name=name,
            model_path=None,
            **class_args,
        )

        # Store the threshold of toxicity:
        self.threshold = threshold

    def load(self):
        self.model = evaluate.load("toxicity", module_type="measurement")

    def predict(self, inputs: Dict) -> str:
        # Read the user's input and model output:
        prediction = inputs["inputs"][0]["prediction"]
        prompt = inputs["inputs"][0]["prompt"]

        # Infer through the evaluator model:
        result = self.model.compute(predictions=[prediction, prompt])["toxicity"]
        if any(np.array(result) > self.threshold):
            return "This bot do not respond to toxicity."

        return prediction

    def explain(self, request: Dict) -> str:
        return f"Text toxicity classifier server named {self.name}"

from mlrun.runtimes import nuclio_init_hook
def init_context(context):
    nuclio_init_hook(context, globals(), 'serving_v2')

def handler(context, event):
    return context.mlrun_handler(context, event)

source: ./
commands: []
code_origin: http://github.com/mlrun/demo-llm-tuning#refs/heads/main#91145f96f3cd627431de34d0bae3547efbdd7097
origin_filename: src/serving.py
requirements: []
description: ''
default_handler: ''
disable_auto_mount: false
clone_target_dir: ''
env:
- name: V3IO_API
value: ''
- name: V3IO_USERNAME
value: ''
- name: V3IO_ACCESS_KEY
value: ''
- name: V3IO_FRAMESD
value: ''
resources:
requests:
memory: 1Mi
cpu: 25m
limits:
nvidia.com/gpu: 1
priority_class_name: igz-workload-medium
preemption_mode: prevent
min_replicas: 1
max_replicas: 4
source: ''
function_kind: serving_v2
readiness_timeout: 3000
function_handler: serving:handler
base_image_pull: false
graph:
steps:
preprocess:
kind: task
handler: preprocess
after: []
mlopspedia:
kind: task
class_name: LLMModelServer
class_args:
model_args:
load_in_8bit: true
device_map: cuda:0
trust_remote_code: true
tokenizer_name: tiiuae/falcon-7b
model_name: tiiuae/falcon-7b
peft_model: store://artifacts/mlopspedia-bot-yonis/falcon-7b-mlrun
after:
- preprocess
postprocess:
kind: task
handler: postprocess
after:
- mlopspedia
toxicity-classifier:
kind: task
class_name: ToxicityClassifierModelServer
class_args:
threshold: 0.7
after:
- postprocess
responder: true
engine: async
secret_sources: []
affinity:
nodeAffinity:
requiredDuringSchedulingIgnoredDuringExecution:
nodeSelectorTerms:
- matchExpressions:
- key: app.iguazio.com/lifecycle
operator: NotIn
values:
- preemptible
- key: eks.amazonaws.com/capacityType
operator: NotIn
values:
- SPOT
- key: node-lifecycle
operator: NotIn
values:
- spot
tolerations: null
security_context: {}
verbose: false
workflows:
- path: src/training_workflow.py
name: training_workflow
artifacts: []
conda: ''
source: git://github.com/mlrun/demo-llm-tuning.git#main
origin_url: http://github.com/mlrun/demo-llm-tuning#refs/heads/main
load_source_on_run: true
desired_state: online
default_image: yonishelach/mlrun-llm
build:
commands: []
requirements: []
custom_packagers: []