helper functions

src/pages/ollama_manager.py

@@ -87,25 +87,33 @@ class OllamaManagerPage(AsyncColumn):
         if result:
             if await ollama.delete_model(model):
                 ui.notify(f'Model {model} deleted.')
-                self.models_container.refresh()
+                self.models_container.refresh()  # type: ignore
 
     @ui.refreshable
     async def models_container(self):
-        self.models = await ollama.available_models()
-        select_options = [model['name'] for model in self.models]
-        # self.quick_test_select.set_options(select_options)
 
-        for model in self.models:
+        available_models = await ollama.available_models_detailed()
-            await self._create_model_item(model)
+        [await self._create_model_item(model) for model in available_models]
+
+    async def _create_model_item(self, model):
 
-    async def _create_model_item(self, model: Dict):
-        model_info = await ollama.model_info(model['name'])
         base_model: Optional[Literal['ollama', 'huggingface']] = None
-        if len(model_info['details']['parent_model']) == 0:
+        if len(model['details']['parent_model']) == 0:
             if model['name'].startswith('hf.co/'):
                 base_model = 'huggingface'
             else:
                 base_model = 'ollama'
+
+        # things to add
+        capabilities: List[str] = model['capabilities']
+        model_context_length: Optional[int] = None  # the context length the model supports
+        for model_info_key, model_info_value in model['model_info'].items():
+            if model_info_key.endswith('context_length'):
+                model_context_length = model_info_value
+
+        # values from parameters:
+        parameters = ollama.model_parameters(model)  # if no num_ctx is in parameters, we have a default of 4096
+
         with ui.card().classes('w-full'):
             with ui.row().classes('w-full items-center'):
                 with ui.column().classes('flex-grow gap-1'):
@@ -171,7 +179,7 @@ class OllamaManagerPage(AsyncColumn):
         with ui.dialog() as dialog:
             await OllamaModelCreationComponent.create(model_name)
         await dialog
-        self.models_container.refresh()
+        self.models_container.refresh()  # type: ignore
 
     async def _print_model_info(self, model_name):
         result = await ollama.model_info(model_name)

src/utils/ollama.py

@@ -1,6 +1,6 @@
 import httpx
 from nicegui import ui
-from typing import Tuple, Dict
+from typing import Tuple, Dict, List, Any
 
 
 async def status(url='http://127.0.0.1:11434') -> Tuple[bool, str]:
@@ -24,6 +24,51 @@ async def available_models(url='http://127.0.0.1:11434'):
         return response.json()["models"]
 
 
+async def available_models_detailed(url='http://127.0.0.1:11434') -> List[Dict[str, Any]]:
+    detailed_models = []
+    models = await available_models(url)
+    sorted_model_names = sorted([model['name'] for model in models], key=str.lower)
+    for model_name in sorted_model_names:
+        for model in models:
+            if model['name'] == model_name:
+                detailed_models.append(model | await model_info(model_name))
+                continue
+    return detailed_models
+
+
+def model_parameters(model: dict) -> Dict[str, float | int | List[str]]:
+    modelfile = model.get('modelfile', '')
+    parameters = {}
+    # Parse the modelfile content to extract settings
+    for line in modelfile.split('\n'):
+        line = line.strip()
+        if not line:
+            continue
+
+        if line.startswith('PARAMETER '):
+            # Parse parameter lines
+            param_line = line[10:].strip()
+            try:
+                key, value = param_line.split(' ', 1)
+
+                # Set parameter values and enable toggles
+                # floats
+                if key in ['temperature', 'top_p', 'min_p', 'repeat_penalty']:
+                    parameters[key] = float(value)
+                # integers
+                elif key in ['top_k', 'num_ctx', 'num_predict', 'repeat_last_n', 'seed']:
+                    parameters[key] = int(value)
+                # stops
+                elif key == 'stop':
+                    if 'stop' not in parameters:
+                        parameters['stop'] = []
+                    parameters['stop'].append(value)
+            except ValueError:
+                # Skip invalid parameter lines
+                continue
+    return parameters
+
+
 async def active_models(url='http://127.0.0.1:11434'):
     async with httpx.AsyncClient() as client:
         response = await client.get(f"{url}/api/ps")