diff --git a/project.yaml b/project.yaml
deleted file mode 100644
index 9fe7b53..0000000
--- a/project.yaml
+++ /dev/null
@@ -1,131 +0,0 @@
-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: []
diff --git a/project_setup.py b/project_setup.py
index d19f24e..00740af 100644
--- a/project_setup.py
+++ b/project_setup.py
@@ -33,7 +33,7 @@ def setup(
             name="image-builder",
             handler="assert_build",
             kind="job",
-            image="mlrun/ml-models-gpu",
+            image="mlrun/mlrun-gpu",
             requirements=[
                 "torch",
                 "transformers[deepspeed]",
@@ -45,7 +45,9 @@ def setup(
         )
         assert image_builder.deploy()
         default_image = image_builder.spec.image
-    project.set_default_image(project.get_param("default_image"))
+        project.set_default_image(default_image)
+    else:
+        project.set_default_image(project.get_param("default_image"))
 
     # Set the project git source:
 
diff --git a/tutorial.ipynb b/tutorial.ipynb
index 10e5e1a..ab0e565 100644
--- a/tutorial.ipynb
+++ b/tutorial.ipynb
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "d771e4ba-43a4-4bcf-8ae0-d35c0f80d259",
    "metadata": {},
    "outputs": [
@@ -229,7 +229,6 @@
     "    user_project=True,\n",
     "    parameters={\n",
     "        \"source\": \"git://github.com/mlrun/demo-llm-tuning.git#main\",\n",
-    "        \"default_image\": \"yonishelach/mlrun-llm\",\n",
     "    })"
    ]
   },
@@ -250,7 +249,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
+   "id": "d92854a4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the absolute path to the file as it is in the local file system\n",
+    "html_links = \"/User/demo-llm-tuning/data/html_urls.txt\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "b1ea5ec6-cb78-44db-aac7-97e52ce591db",
    "metadata": {},
    "outputs": [
@@ -400,7 +410,7 @@
     "workflow_run = project.run(\n",
     "    name=\"training_workflow\",\n",
     "    arguments={\n",
-    "        \"html_links\": \"/User/demo-llm-tuning/data/html_urls.txt\",\n",
+    "        \"html_links\": html_links,\n",
     "        \"model_name\": \"falcon-7b-mlrun\",\n",
     "        \"pretrained_tokenizer\": model_name,\n",
     "        \"pretrained_model\": model_name,\n",