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HeyChriss
/

ilograph-model

Sleeping

@@ -1,43 +1,34 @@
 import gradio as gr
-from huggingface_hub import InferenceClient
 def respond(
     message,
-    history: list[dict[str, str]],
     system_message,
     max_tokens,
     temperature,
     top_p,
-    hf_token: gr.OAuthToken,
 ):
-    """
-    For more information on `huggingface_hub` Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference
-    """
-    client = InferenceClient(token=hf_token.token, model="openai/gpt-oss-20b")
-    messages = [{"role": "system", "content": system_message}]
-    messages.extend(history)
-    messages.append({"role": "user", "content": message})
-    response = ""
-    for message in client.chat_completion(
-        messages,
         max_tokens=max_tokens,
-        stream=True,
         temperature=temperature,
         top_p=top_p,
     ):
-        choices = message.choices
-        token = ""
-        if len(choices) and choices[0].delta.content:
-            token = choices[0].delta.content
-        response += token
-        yield response
 """
@@ -46,22 +37,22 @@ For information on how to customize the ChatInterface, peruse the gradio docs: h
 chatbot = gr.ChatInterface(
     respond,
     additional_inputs=[
-        gr.Textbox(value="You are a friendly Chatbot.", label="System message"),
-        gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
-        gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
-        gr.Slider(
-            minimum=0.1,
-            maximum=1.0,
-            value=0.95,
-            step=0.05,
-            label="Top-p (nucleus sampling)",
         ),
     ],
 )
 with gr.Blocks() as demo:
-    with gr.Sidebar():
-        gr.LoginButton()
     chatbot.render()

 import gradio as gr
+from chat_model import IlographChatModel
+# Load the model once at startup so every request reuses it.
+chat_model = IlographChatModel()
 def respond(
     message,
+    history,
     system_message,
     max_tokens,
     temperature,
     top_p,
 ):
+    messages = chat_model.build_messages(
+        system_prompt=system_message,
+        history=history,
+        user_message=message,
+    )
+    # Delegate token streaming to the model wrapper
+    for partial in chat_model.generate_stream(
+        messages=messages,
         max_tokens=max_tokens,
         temperature=temperature,
         top_p=top_p,
     ):
+        yield partial
 """
 chatbot = gr.ChatInterface(
     respond,
     additional_inputs=[
+        gr.Textbox(
+            value=chat_model.default_system_prompt,
+            label="System message",
         ),
     ],
 )
 with gr.Blocks() as demo:
+    gr.Markdown(
+        "Note: **this is a lightweight 3B Ilograph model intended for basic diagrams.** "
+        "For more complex modeling tasks, use the newer, larger Ilograph models. The current model is **Brigham-Young-University/Qwen2.5-Coder-3B-Ilograph-Instruct**."
+        " If you want to use the larger model, you can check the [Hugging Face model page](https://huggingface.co/models?other=ilograph)."
+    )
+    gr.Markdown(
+        "The model might take a few seconds to load, I don't have GPU so it's slow."
+    )
     chatbot.render()

chat_model.py ADDED Viewed

	@@ -0,0 +1,136 @@

+from typing import Dict, Generator, List, Optional
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from system_prompt import build_default_system_prompt
+class IlographChatModel(object):
+    """
+    Thin OOP wrapper around the Qwen3 Ilograph model.
+    Responsibility:
+    - Load tokenizer/model once at startup
+    - Expose a simple streaming text interface for chat-style messages
+    """
+    def __init__(
+        self,
+        model_id="Brigham-Young-University/Qwen2.5-Coder-3B-Ilograph-Instruct",
+        device_map=None,
+        dtype=None,
+    ):
+        self.model_id = model_id
+        # Choose sensible defaults based on available hardware.
+        if device_map is None or dtype is None:
+            if torch.cuda.is_available():
+                # On GPU (e.g. HF Space with GPU), let transformers/accelerate
+                # decide how to place weights and use bfloat16 for speed.
+                if device_map is None:
+                    device_map = "auto"
+                if dtype is None:
+                    dtype = torch.bfloat16
+            else:
+                # On CPU-only (local machine or CPU Space), force everything
+                # onto CPU with full precision for correctness.
+                if device_map is None:
+                    device_map = {"": "cpu"}
+                if dtype is None:
+                    dtype = torch.float32
+        self.device_map = device_map
+        self.dtype = dtype
+        self.tokenizer = AutoTokenizer.from_pretrained(
+            model_id,
+            trust_remote_code=True,
+        )
+        self.model = AutoModelForCausalLM.from_pretrained(
+            model_id,
+            trust_remote_code=True,
+            torch_dtype=self.dtype,
+            device_map=self.device_map,
+        )
+        if self.tokenizer.pad_token_id is None:
+            # Many causal LMs do not define a pad token, but generate() expects one
+            self.tokenizer.pad_token = self.tokenizer.eos_token
+        # Cache the default system prompt so we only load the schema once
+        self._default_system_prompt = build_default_system_prompt()
+    @property
+    def default_system_prompt(self):
+        return self._default_system_prompt
+    def build_messages(
+        self,
+        system_prompt,
+        history,
+        user_message,
+    ):
+        messages = []
+        system = system_prompt.strip() if system_prompt else self.default_system_prompt
+        messages.append({"role": "system", "content": system})
+        # Gradio already provides history as {role, content} dicts
+        if history:
+            messages.extend(history)
+        messages.append({"role": "user", "content": user_message})
+        return messages
+    def generate_stream(
+        self,
+        messages,
+        max_tokens,
+        temperature,
+        top_p,
+    ):
+        """
+        Synchronous "streaming" generator for Gradio.
+        For simplicity we generate the full response once and then
+        yield it in small chunks so the UI can update incrementally.
+        """
+        # Qwen's apply_chat_template can return either a tensor or a BatchEncoding.
+        encoded = self.tokenizer.apply_chat_template(
+            messages,
+            add_generation_prompt=True,
+            return_tensors="pt",
+        )
+        # Normalise to a plain tensor so generate() receives the right type.
+        if hasattr(encoded, "input_ids"):
+            input_ids = encoded["input_ids"]
+        else:
+            input_ids = encoded
+        input_ids = input_ids.to(self.model.device)
+        with torch.no_grad():
+            output_ids = self.model.generate(
+                input_ids=input_ids,
+                max_new_tokens=256,
+                temperature=0.5,
+                do_sample=True,
+                eos_token_id=self.tokenizer.eos_token_id,
+                pad_token_id=self.tokenizer.pad_token_id,
+            )
+        # Only keep newly generated tokens
+        generated_ids = output_ids[0, input_ids.shape[-1] :]
+        full_text = self.tokenizer.decode(
+            generated_ids,
+            skip_special_tokens=True,
+        )
+        # Wrap in a Markdown code block so the chat UI preserves
+        # spaces and indentation (critical for YAML / IDL output).
+        formatted = "```yaml\n" + full_text.strip("\n") + "\n```"
+        yield formatted

idl-2025-11-03.schema.json ADDED Viewed

	@@ -0,0 +1,567 @@

+{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "$id": "https://ilograph.com/schemas/idl-2025-11-03.json",
+  "title": "Ilograph Diagram Language (IDL) - November 2025 Version",
+  "description": "Schema for Ilograph YAML diagram specifications based on 2025-11-03 spec",
+  "type": "object",
+  "properties": {
+    "resources": {
+      "$ref": "#/$defs/resourceArray"
+    },
+    "perspectives": {
+      "$ref": "#/$defs/perspectiveArray"
+    },
+    "imports": {
+      "$ref": "#/$defs/importArray"
+    },
+    "contexts": {
+      "$ref": "#/$defs/contextArray"
+    },
+    "description": {
+      "type": "string",
+      "description": "A description of the diagram that appears at the top of the overview page. Has support for markdown, and can contain multiple lines."
+    },
+    "defaultContextDisplayName": {
+      "type": "string",
+      "description": "The display name of the default context"
+    }
+  },
+  "$defs": {
+    "resourceArray": {
+      "type": "array",
+      "description": "An array of resources (the resource tree)",
+      "items": {
+        "$ref": "#/$defs/resource"
+      }
+    },
+    "perspectiveArray": {
+      "type": "array",
+      "description": "An array of perspectives",
+      "items": {
+        "$ref": "#/$defs/perspective"
+      }
+    },
+    "importArray": {
+      "type": "array",
+      "description": "An array of imports",
+      "items": {
+        "$ref": "#/$defs/import"
+      }
+    },
+    "contextArray": {
+      "type": "array",
+      "description": "An array of contexts",
+      "items": {
+        "$ref": "#/$defs/context"
+      }
+    },
+    "resource": {
+      "type": "object",
+      "description": "Resources are the building blocks of Ilograph diagrams. Resources can appear in multiple perspectives.",
+      "required": ["name"],
+      "properties": {
+        "name": {
+          "type": "string",
+          "description": "The name of the resource. Used as the identifier if id is not provided."
+        },
+        "id": {
+          "type": "string",
+          "pattern": "^[^/\\^*\\[\\],^]*$",
+          "description": "A substitute identifier for the resource. Cannot contain restricted characters."
+        },
+        "subtitle": {
+          "type": "string",
+          "description": "The subtitle of the resource (appears below the resource name)"
+        },
+        "description": {
+          "oneOf": [
+            { "type": "string" },
+            { "$ref": "#/$defs/descriptionObject" }
+          ],
+          "description": "The description of the resource. Supports markdown and can contain multiple lines or be defined as key-value pairs."
+        },
+        "color": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "default": "dimgray",
+          "description": "Text color. Any X11 color name or hex value like #FF00FF."
+        },
+        "backgroundColor": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "default": "white",
+          "description": "Background color. Any X11 color name or hex value like #FF00FF."
+        },
+        "style": {
+          "type": "string",
+          "enum": ["default", "plural", "dashed", "outline", "flat"],
+          "default": "default",
+          "description": "Resource border style. When set to plural, rendered as multiple boxes."
+        },
+        "abstract": {
+          "type": "boolean",
+          "default": false,
+          "description": "When set to true, other resources may inherit from this resource using instanceOf."
+        },
+        "instanceOf": {
+          "type": "string",
+          "description": "When specified, this resource inherits all properties (other than id/name) and child resources of the specified abstract resource."
+        },
+        "children": {
+          "$ref": "#/$defs/resourceArray",
+          "description": "An array of child resources"
+        },
+        "icon": {
+          "type": "string",
+          "description": "An icon path for the resource"
+        },
+        "iconStyle": {
+          "type": "string",
+          "enum": ["default", "silhouette"],
+          "default": "default",
+          "description": "Controls how the icon is rendered."
+        },
+        "url": {
+          "type": "string",
+          "format": "uri",
+          "description": "URL for the resource. If defined, a link icon appears when selected."
+        },
+        "layout": {
+          "$ref": "#/$defs/layout"
+        }
+      },
+      "additionalProperties": false
+    },
+    "descriptionObject": {
+      "type": "object",
+      "description": "Key-value pair description format"
+    },
+    "perspective": {
+      "type": "object",
+      "description": "Each perspective gives a unique view of the relations between resources.",
+      "required": ["name"],
+      "properties": {
+        "id": {
+          "type": "string",
+          "description": "A substitute identifier for the perspective."
+        },
+        "name": {
+          "type": "string",
+          "description": "Name of the perspective. Used as unique identifier if id not provided."
+        },
+        "color": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "default": "royalblue",
+          "description": "Color of the perspective. Any X11 color name or hex value."
+        },
+        "relations": {
+          "$ref": "#/$defs/relationArray",
+          "description": "An array of relations"
+        },
+        "sequence": {
+          "$ref": "#/$defs/sequence",
+          "description": "Sequence object for sequence perspectives"
+        },
+        "notes": {
+          "type": "string",
+          "description": "Notes that appear in the notes panel and overview page. Supports markdown."
+        },
+        "extends": {
+          "type": "string",
+          "description": "Previously-defined perspective(s) that this perspective extends."
+        },
+        "walkthrough": {
+          "$ref": "#/$defs/slideArray",
+          "description": "An array of slides forming the walkthrough"
+        },
+        "aliases": {
+          "$ref": "#/$defs/aliasArray",
+          "description": "An array of aliases"
+        },
+        "overrides": {
+          "$ref": "#/$defs/overrideArray",
+          "description": "An array of overrides"
+        },
+        "orientation": {
+          "type": "string",
+          "enum": ["leftToRight", "topToBottom", "ring"],
+          "default": "leftToRight",
+          "description": "Which direction the perspective is oriented. Does not affect sequence perspectives."
+        },
+        "options": {
+          "$ref": "#/$defs/perspectiveOptions",
+          "description": "Additional options for this perspective"
+        }
+      },
+      "additionalProperties": false,
+      "oneOf": [
+        {
+          "required": ["relations"],
+          "description": "Perspectives with relations are relation perspectives"
+        },
+        {
+          "required": ["sequence"],
+          "description": "Perspectives with sequence are sequence perspectives"
+        }
+      ]
+    },
+    "relationArray": {
+      "type": "array",
+      "description": "Relations define how resources are related to each other in the perspective.",
+      "items": {
+        "$ref": "#/$defs/relation"
+      }
+    },
+    "relation": {
+      "type": "object",
+      "description": "Relations define how resources are related to each other in the perspective. Each relation must define from or to.",
+      "properties": {
+        "from": {
+          "type": "string",
+          "description": "Reference(s) to the dependent (left-side) resource(s)"
+        },
+        "to": {
+          "type": "string",
+          "description": "Reference(s) to the independent (right-side) resource(s)"
+        },
+        "via": {
+          "type": "string",
+          "description": "Reference(s) to resource(s) this relation passes through"
+        },
+        "label": {
+          "type": "string",
+          "description": "Label that appears above the arrow(s)"
+        },
+        "description": {
+          "type": "string",
+          "description": "Extended description for hover text. Supports markdown."
+        },
+        "arrowDirection": {
+          "type": "string",
+          "enum": ["forward", "backward", "bidirectional"],
+          "default": "forward",
+          "description": "Arrow direction relative to perspective orientation."
+        },
+        "color": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "default": "#303030",
+          "description": "Arrow and text color. Any X11 color name or hex value."
+        },
+        "secondary": {
+          "type": "boolean",
+          "default": false,
+          "description": "If true, relation will not affect perspective layout. Does not affect ring perspectives."
+        }
+      },
+      "oneOf": [{ "required": ["from"] }, { "required": ["to"] }],
+      "additionalProperties": false
+    },
+    "sequence": {
+      "type": "object",
+      "description": "Sequence defines how resources are related in a sequence of steps.",
+      "required": ["start"],
+      "properties": {
+        "start": {
+          "type": "string",
+          "description": "Starting resource in the sequence, or none to have first step come from off-screen"
+        },
+        "steps": {
+          "$ref": "#/$defs/stepArray",
+          "description": "An array of steps in the sequence"
+        }
+      },
+      "additionalProperties": false
+    },
+    "stepArray": {
+      "type": "array",
+      "description": "Steps in a sequence define the steps between resources and their labels.",
+      "items": {
+        "$ref": "#/$defs/step"
+      }
+    },
+    "step": {
+      "type": "object",
+      "description": "Steps in a sequence define the steps between resources and their labels. Each step must define to, toAndBack, toAsync, restartAt, or subSequence.",
+      "properties": {
+        "to": {
+          "type": "string",
+          "description": "Resource this step goes to"
+        },
+        "toAndBack": {
+          "type": "string",
+          "description": "Resource this step goes to with automatic return"
+        },
+        "toAsync": {
+          "type": "string",
+          "description": "Resource this step goes to asynchronously (drawn with dashed arrows)"
+        },
+        "restartAt": {
+          "type": "string",
+          "description": "Resource to pass control to without drawing an arrow"
+        },
+        "subSequence": {
+          "$ref": "#/$defs/subSequence",
+          "description": "A sub-sequence object"
+        },
+        "label": {
+          "type": "string",
+          "description": "Label that appears above the arrow"
+        },
+        "description": {
+          "type": "string",
+          "description": "Extended description for hover text. Supports markdown."
+        },
+        "bidirectional": {
+          "type": "boolean",
+          "default": false,
+          "description": "If true, arrows are shown with arrowheads on both ends."
+        },
+        "color": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "default": "#303030",
+          "description": "Arrow and text color. Any X11 color name or hex value."
+        }
+      },
+      "oneOf": [
+        { "required": ["to"] },
+        { "required": ["toAndBack"] },
+        { "required": ["toAsync"] },
+        { "required": ["restartAt"] },
+        { "required": ["subSequence"] }
+      ],
+      "additionalProperties": false
+    },
+    "subSequence": {
+      "type": "object",
+      "description": "Sub-sequences appear as colored boxes in sequences that can be zoomed into.",
+      "required": ["name"],
+      "properties": {
+        "name": {
+          "type": "string",
+          "pattern": "^[^/~]*$",
+          "description": "Name of the sub-sequence. Cannot contain / or ~"
+        },
+        "color": {
+          "type": "string",
+          "pattern": "^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$|^[a-zA-Z]+$",
+          "description": "Box and text color. Any X11 color name or hex value. Defaults to perspective color."
+        },
+        "notes": {
+          "type": "string",
+          "description": "Notes that appear when zoomed into the sub-sequence. Supports markdown."
+        },
+        "steps": {
+          "$ref": "#/$defs/stepArray",
+          "description": "An array of steps"
+        }
+      },
+      "additionalProperties": false
+    },
+    "aliasArray": {
+      "type": "array",
+      "description": "Aliases give convenient names to resource references.",
+      "items": {
+        "$ref": "#/$defs/alias"
+      }
+    },
+    "alias": {
+      "type": "object",
+      "description": "Convenient names for resource references.",
+      "required": ["alias", "for"],
+      "properties": {
+        "alias": {
+          "type": "string",
+          "pattern": "^[^/\\^*\\[\\],^]*$",
+          "description": "Identifier for this alias. Can override existing resource id."
+        },
+        "for": {
+          "type": "string",
+          "description": "Value of this alias, typically comma-separated resource identifiers"
+        }
+      },
+      "additionalProperties": false
+    },
+    "overrideArray": {
+      "type": "array",
+      "description": "Overrides are used to override parent and sizes of resources in a perspective.",
+      "items": {
+        "$ref": "#/$defs/override"
+      }
+    },
+    "override": {
+      "type": "object",
+      "description": "Override resource properties in a perspective.",
+      "required": ["resourceId"],
+      "properties": {
+        "resourceId": {
+          "type": "string",
+          "description": "Resource(s) to override in the perspective"
+        },
+        "parentId": {
+          "type": "string",
+          "description": "Different parent to assign, or none for no parent"
+        },
+        "scale": {
+          "type": "number",
+          "description": "Size adjustment for specified resource(s)"
+        }
+      },
+      "additionalProperties": false
+    },
+    "slideArray": {
+      "type": "array",
+      "description": "Slides form the walkthrough for a perspective.",
+      "items": {
+        "$ref": "#/$defs/slide"
+      }
+    },
+    "slide": {
+      "type": "object",
+      "description": "A slide in a perspective walkthrough.",
+      "properties": {
+        "text": {
+          "type": "string",
+          "description": "Text accompanying the slide. If not present, previous slide's text is used."
+        },
+        "select": {
+          "type": "string",
+          "description": "Resource(s) to select. Selected resources displayed prominently, others hidden."
+        },
+        "expand": {
+          "type": "string",
+          "description": "Resource or sub-sequence to expand (make full-screen). Use ^ for none."
+        },
+        "highlight": {
+          "type": "string",
+          "description": "Resource(s) to highlight with animated border."
+        },
+        "detail": {
+          "type": "number",
+          "minimum": 0.001,
+          "maximum": 1,
+          "default": 1,
+          "description": "Level of detail used during the slide. Range: 0.001 (very low) to 1 (full detail)."
+        }
+      },
+      "additionalProperties": false
+    },
+    "context": {
+      "type": "object",
+      "description": "Each context defines a view of the diagram resources.",
+      "required": ["name"],
+      "properties": {
+        "name": {
+          "type": "string",
+          "description": "Context name. Must be unique and cannot be Default."
+        },
+        "roots": {
+          "$ref": "#/$defs/contextEntryArray",
+          "description": "Context entries forming a tree structure"
+        },
+        "extends": {
+          "type": "string",
+          "description": "Previously-defined context(s) that this context extends."
+        },
+        "hidden": {
+          "type": "boolean",
+          "default": false,
+          "description": "If true, context not shown in dropdown."
+        }
+      },
+      "additionalProperties": false
+    },
+    "contextEntryArray": {
+      "type": "array",
+      "description": "Context entries form a tree-like structure for defining context.",
+      "items": {
+        "$ref": "#/$defs/contextEntry"
+      }
+    },
+    "contextEntry": {
+      "type": "object",
+      "description": "Context entry defining resource visibility.",
+      "required": ["resourceId"],
+      "properties": {
+        "resourceId": {
+          "type": "string",
+          "description": "Resource identifier(s) for this entry."
+        },
+        "children": {
+          "$ref": "#/$defs/contextEntryArray",
+          "description": "Child context entries. Cannot be defined if multiple resources specified in resourceId."
+        }
+      },
+      "additionalProperties": false
+    },
+    "layout": {
+      "type": "object",
+      "description": "Layout parameters govern how child elements are laid out inside a parent.",
+      "properties": {
+        "compactness": {
+          "type": "number",
+          "minimum": 0.1,
+          "maximum": 1,
+          "default": 1,
+          "description": "How compactly child resources are rendered. Affects only context resources with more than one child."
+        },
+        "sizes": {
+          "type": "string",
+          "enum": ["proportional", "uniform", "auto"],
+          "default": "auto",
+          "description": "How child resource sizes are determined."
+        }
+      },
+      "additionalProperties": false
+    },
+    "perspectiveOptions": {
+      "type": "object",
+      "description": "Additional options for the perspective.",
+      "properties": {},
+      "additionalProperties": true
+    },
+    "import": {
+      "type": "object",
+      "description": "Imports define a list of diagrams to import and their namespaces.",
+      "required": ["from", "namespace"],
+      "properties": {
+        "from": {
+          "type": "string",
+          "description": "The diagram to import"
+        },
+        "namespace": {
+          "type": "string",
+          "pattern": "^[^/\\^*\\[\\],^]*$",
+          "description": "Namespace prefix for imported resources and perspectives. Cannot contain restricted characters."
+        }
+      },
+      "additionalProperties": false
+    }
+  }
+}

requirements.txt ADDED Viewed

Binary file (2.34 kB). View file

system_prompt.py ADDED Viewed

	@@ -0,0 +1,39 @@

+import json
+import os
+def load_json(filepath):
+    with open(filepath, "r") as f:
+        return json.load(f)
+def build_default_system_prompt(schema_path="idl-2025-11-03.schema.json"):
+    """
+    Build the IDL-focused system prompt based on the JSON schema file.
+    """
+    # Allow running from other working directories by resolving relative to this file
+    base_dir = os.path.dirname(os.path.abspath(__file__))
+    full_path = os.path.join(base_dir, schema_path)
+    schema = load_json(full_path)
+    system_prompt = f"""
+You are an expert in the Ilograph Diagram Language (IDL). You have been trained on data that is formatted in the following way:
+{json.dumps(schema, indent=2)}
+Your task is to create a valid IDL specification for the diagram. You will be given an instruction of what to create, and you will need to create a valid IDL specification for the diagram.
+CRITICAL RULES:
+- NEVER use JSON format
+- NEVER use Mermaid syntax
+- NEVER use any format except ilograph YAML
+- ALWAYS include resources: and perspectives:
+- Use YAML syntax with proper indentation
+Here is the instruction:
+""".strip()
+    return system_prompt