Update examples and readme

examples/README.md

@@ -2,7 +2,7 @@
 
 Run the examples in this directory with:
 ```sh
-# Navigate to examples directory
+# Ensure you are in the examples directory
 cd examples/
 
 # Run example
@@ -14,30 +14,37 @@ python3 <example>.py
 - [async-chat.py](async-chat.py)
 - [chat-stream.py](chat-stream.py) - Streamed outputs
 
+
 ### Generate - Generate text with a model
 - [generate.py](generate.py)
 - [async-generate.py](async-generate.py)
 - [generate-stream.py](generate-stream.py) - Streamed outputs
 
+
 ### Tools/Function Calling - Call a function with a model
 - [tools.py](tools.py) - Simple example of Tools/Function Calling
 - [async-tools.py](async-tools.py)
 
-### Multimodal - Chat with a multimodal model
+
+### Multimodal with Image - Chat with a multimodal (image chat) model
 - [multimodal_chat.py](multimodal_chat.py)
 - [multimodal_generate.py](multimodal_generate.py)
 
 
-
 ### Ollama List - List all downloaded models and their properties
 - [list.py](list.py)
 - [async-list.py](async-list.py)
 
+
+### Ollama ps - Show model status with CPU/GPU usage
+- [ps.py](ps.py)
+
+
 ### Ollama Pull - Pull a model from Ollama
 Requirement: `pip install tqdm`
-
 - [pull.py](pull.py) 
 
+
 ### Ollama Create - Create a model from a Modelfile
 ```python
 python create.py <model> <modelfile>
@@ -46,10 +53,9 @@ python create.py <model> <modelfile>
 
 See [ollama/docs/modelfile.md](https://github.com/ollama/ollama/blob/main/docs/modelfile.md) for more information on the Modelfile format.
 
+
+### Ollama Embed - Generate embeddings with a model
+- [embed.py](embed.py)
+
 ### Fill in the middle
 - [fill-in-middle.py](fill-in-middle.py) - Given a prefix and suffix, fill in the middle
-
-### Ollama ps - Show model status with CPU/GPU usage
-- [ps.py](ps.py)
-
-

examples/async-list.py

@@ -6,31 +6,15 @@ async def main():
   client = ollama.AsyncClient()
 
   response = await client.list()
-  models = response['models']
-  models_data = []
-  for model in models:
-    if model.get('details'):  # Check if details exist
-      models_data.append(
-        (
-          model.get('name', 'N/A'),
-          model.get('size', 0) / 1024 / 1024,  # Convert to MB
-          model.get('details', {}).get('format', 'N/A'),
-          model.get('details', {}).get('family', 'N/A'),
-          model.get('details', {}).get('parameter_size', 'N/A'),
-          model.get('details', {}).get('quantization_level', 'N/A'),
-        )
-      )
-
-  print(f'\n{len(models)} models found!')
-  print('\nDetailed model information:')
-  for model in models_data:
-    print(f'Name: {model[0]}')
-    print(f'Size (MB): {model[1]:.2f}')
-    print(f'Format: {model[2]}')
-    print(f'Family: {model[3]}')
-    print(f'Parameter Size: {model[4]}')
-    print(f'Quantization Level: {model[5]}')
-    print('-' * 50)
+  for model in response.models:
+    if model.details:
+      print(f'Name: {model.model}')
+      print(f'Size (MB): {(model.size.real / 1024 / 1024):.2f}')
+      print(f'Format: {model.details.format}')
+      print(f'Family: {model.details.family}')
+      print(f'Parameter Size: {model.details.parameter_size}')
+      print(f'Quantization Level: {model.details.quantization_level}')
+      print('-' * 50)
 
 
 if __name__ == '__main__':

examples/embed.py

@@ -0,0 +1,4 @@
+from ollama import embed
+
+response = embed(model='llama3.1', input='Hello, world!')
+print(response['embeddings'])

examples/multimodal_chat.py

@@ -1,14 +1,20 @@
-from ollama import Client
+from ollama import chat
+# from pathlib import Path
 
-client = Client()
-path = ''
-# Passing in wrong path for image error sucks
-response = client.chat(
+# Pass in the path to the image
+path = input('Please enter the path to the image: ')
+
+# You can also pass in base64 encoded image data
+# img = base64.b64encode(Path(path).read_bytes()).decode()
+# or the raw bytes
+# img = Path(path).read_bytes()
+
+response = chat(
   model='llama3.2-vision',
   messages=[
     {
       'role': 'user',
-      'content': 'What is in this image? Be concise. Respond with the structure {"focal": "...", "subject": "...", "background": "..."}',
+      'content': 'What is in this image? Be concise.',
       'images': [path],
     }
   ],

examples/multimodal_generate.py

@@ -4,6 +4,7 @@ import httpx
 
 from ollama import generate
 
+
 latest = httpx.get('https://xkcd.com/info.0.json')
 latest.raise_for_status()