Add Support for Ollama Server as Backend

generator/generator.py

@@ -1,13 +1,14 @@
+import bpy
 import os
 import sys
 import traceback
 
 from ..operators.install_dependencies import load_dependencies
 from ..utils import absolute_path
 
-
 class Generator:
     _instance = None
+
 
     def __new__(cls):
         if not cls._instance:
@@ -69,14 +70,21 @@ def load_generator(self):
         self._ensure_dependencies()
 
         try:
-            import llama_cpp
-
-            self.llm = llama_cpp.Llama(
-                model_path=absolute_path(".models/LLaMA-Mesh-Q4_K_M.gguf"),
-                n_gpu_layers=-1,
-                seed=1337,
-                n_ctx=4096,
-            )
+            if bpy.context.scene.meshgen_props.use_ollama_backend:
+                from ollama import Client
+                self.llm = Client(
+                    host=bpy.context.scene.meshgen_props.ollama_host,
+                )
+                self.llm.pull(model='hf.co/bartowski/LLaMA-Mesh-GGUF:Q4_K_M')
+            else:
+                import llama_cpp
+
+                self.llm = llama_cpp.Llama(
+                    model_path=absolute_path(".models/LLaMA-Mesh-Q4_K_M.gguf"),
+                    n_gpu_layers=-1,
+                    seed=1337,
+                    n_ctx=4096,
+                )
 
             print("Finished loading generator.")
 

operators/generate_mesh.py

@@ -33,22 +33,41 @@ def execute(self, context):
         self.generated_text = ""
         self.line_buffer = ""
 
-        self._iterator = generator.llm.create_chat_completion(
-            messages=messages,
-            stream=True,
-            temperature=props.temperature
-        )
+        if not context.scene.meshgen_props.use_ollama_backend:
+            self._iterator = generator.llm.create_chat_completion(
+                messages=messages,
+                stream=True,
+                temperature=props.temperature
+            )
+
 
         props.is_running = True
         self._queue = queue.Queue()
 
         def run_in_thread():
             try:
-                for chunk in generator.llm.create_chat_completion(
-                    messages=messages,
-                    stream=True,
-                    temperature=props.temperature
-                ):
+                if props.use_ollama_backend:
+                    template="""<|begin_of_text|><|start_header_id|>system<|end_header_id|>
+                    {{ .System }}<|eot_id|><|start_header_id|>user<|end_header_id|>
+                    {{ .Prompt }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
+                    """
+                    options = {"temperature": props.temperature}
+                    stream = generator.llm.generate(
+                        model='hf.co/bartowski/LLaMA-Mesh-GGUF:Q4_K_M',
+                        prompt=props.prompt,
+                        stream=True,
+                        template=template,
+                        system="You are a helpful assistant that can generate 3D obj files.",
+                        options=options
+                    )
+                else:
+                    stream = generator.llm.create_chat_completion(
+                        messages=messages,
+                        stream=True,
+                        temperature=props.temperature
+                    )
+
+                for chunk in stream:
                     if props.cancelled:
                         return
                     self._queue.put(chunk)
@@ -80,10 +99,13 @@ def modal(self, context, event):
                     chunk = self._queue.get_nowait()
                     if chunk is None:
                         break
-                    delta = chunk["choices"][0]["delta"]
-                    if "content" not in delta:
-                        continue
-                    content = delta["content"]
+                    if props.use_ollama_backend:
+                        content = chunk["response"]
+                    else:
+                        delta = chunk["choices"][0]["delta"]
+                        if "content" not in delta:
+                            continue
+                        content = delta["content"]
                     self.generated_text += content
                     self.line_buffer += content
                     props.generated_text = self.generated_text

operators/install_dependencies.py

@@ -105,9 +105,9 @@ def install_and_load_dependencies():
     os.makedirs(dependencies_dir, exist_ok=True)
 
     if (sys.platform == "win32" or sys.platform == "linux") and check_cuda():
-        requirements_file = "./requirements/cuda.txt"
+        requirements_file = absolute_path("./requirements/cuda.txt")
     else:
-        requirements_file = "./requirements/cpu.txt"
+        requirements_file = absolute_path("./requirements/cpu.txt")
 
     subprocess.run(
         [

preferences.py

@@ -23,18 +23,28 @@ def draw(self, context):
             layout.label(text="Dependencies not installed.", icon="ERROR")
             box = layout.box()
             box.operator(MESHGEN_OT_InstallDependencies.bl_idname, icon="IMPORT")
-            return
+            #return
+        else:
+            layout.label(text="Dependencies installed.")
 
         if not generator.has_required_models():
             layout.label(text="Required models not downloaded.", icon="ERROR")
             layout.operator(MESHGEN_OT_DownloadRequiredModels.bl_idname, icon="IMPORT")
-            return
+            #return
+        else:        
+            layout.label(text="Ready to generate. Press 'N' -> MeshGen to get started.")
 
-        layout.label(text="Ready to generate. Press 'N' -> MeshGen to get started.")
         layout.separator()
 
         layout.prop(context.scene.meshgen_props, "show_developer_options", text="Show Developer Options")
 
         if context.scene.meshgen_props.show_developer_options:
             box = layout.box()
             box.operator(MESHGEN_OT_UninstallDependencies.bl_idname, icon="IMPORT")
+
+            if bpy.app.online_access:
+                box.prop(context.scene.meshgen_props, "use_ollama_backend", text="Use Ollama Backend")
+
+                if context.scene.meshgen_props.use_ollama_backend:
+                    ollama_options_box = box.box()
+                    ollama_options_box.prop(context.scene.meshgen_props, "ollama_host", text="Ollama Host")

property_groups/meshgen.py

@@ -45,4 +45,14 @@ class MeshGenProperties(bpy.types.PropertyGroup):
             description="Whether to show developer options.",
             default=False,
         ),
+        "use_ollama_backend": bpy.props.BoolProperty(
+            name="Use Ollama for Backend",
+            description="Use Ollama for backend processing",
+            default=False,
+        ),
+        "ollama_host": bpy.props.StringProperty(
+            name="Ollama Host",
+            description="Host address for Ollama backend",
+            default="http://localhost:11434",
+        )
     }

requirements/cpu.txt

@@ -2,3 +2,4 @@
 llama_cpp_python==0.2.90
 
 huggingface_hub
+ollama

requirements/cuda.txt

@@ -2,3 +2,4 @@
 llama_cpp_python==0.2.90
 
 huggingface_hub
+ollama