import os import json import requests BASE_URL = os.environ.get('OLLAMA_HOST', 'http://localhost:11434') # Generate a response for a given prompt with a provided model. This is a streaming endpoint, so will be a series of responses. # The final response object will include statistics and additional data from the request. Use the callback function to override # the default handler. def generate(model_name, prompt, system=None, template=None, context=None, options=None, callback=None): try: url = f"{BASE_URL}/api/generate" payload = { "model": model_name, "prompt": prompt, "system": system, "template": template, "context": context, "options": options } # Remove keys with None values payload = {k: v for k, v in payload.items() if v is not None} with requests.post(url, json=payload, stream=True) as response: response.raise_for_status() # Creating a variable to hold the context history of the final chunk final_context = None # Variable to hold concatenated response strings if no callback is provided full_response = "" # Iterating over the response line by line and displaying the details for line in response.iter_lines(): if line: # Parsing each line (JSON chunk) and extracting the details chunk = json.loads(line) # If a callback function is provided, call it with the chunk if callback: callback(chunk) else: # If this is not the last chunk, add the "response" field value to full_response and print it if not chunk.get("done"): response_piece = chunk.get("response", "") full_response += response_piece print(response_piece, end="", flush=True) # Check if it's the last chunk (done is true) if chunk.get("done"): final_context = chunk.get("context") # Return the full response and the final context return full_response, final_context except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return None, None # Create a model from a Modelfile. Use the callback function to override the default handler. def create(model_name, model_path, callback=None): try: url = f"{BASE_URL}/api/create" payload = {"name": model_name, "path": model_path} # Making a POST request with the stream parameter set to True to handle streaming responses with requests.post(url, json=payload, stream=True) as response: response.raise_for_status() # Iterating over the response line by line and displaying the status for line in response.iter_lines(): if line: # Parsing each line (JSON chunk) and extracting the status chunk = json.loads(line) if callback: callback(chunk) else: print(f"Status: {chunk.get('status')}") except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") # Pull a model from a the model registry. Cancelled pulls are resumed from where they left off, and multiple # calls to will share the same download progress. Use the callback function to override the default handler. def pull(model_name, insecure=False, callback=None): try: url = f"{BASE_URL}/api/pull" payload = { "name": model_name, "insecure": insecure } # Making a POST request with the stream parameter set to True to handle streaming responses with requests.post(url, json=payload, stream=True) as response: response.raise_for_status() # Iterating over the response line by line and displaying the details for line in response.iter_lines(): if line: # Parsing each line (JSON chunk) and extracting the details chunk = json.loads(line) # If a callback function is provided, call it with the chunk if callback: callback(chunk) else: # Print the status message directly to the console print(chunk.get('status', ''), end='', flush=True) # If there's layer data, you might also want to print that (adjust as necessary) if 'digest' in chunk: print(f" - Digest: {chunk['digest']}", end='', flush=True) print(f" - Total: {chunk['total']}", end='', flush=True) print(f" - Completed: {chunk['completed']}", end='\n', flush=True) else: print() except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") # Push a model to the model registry. Use the callback function to override the default handler. def push(model_name, insecure=False, callback=None): try: url = f"{BASE_URL}/api/push" payload = { "name": model_name, "insecure": insecure } # Making a POST request with the stream parameter set to True to handle streaming responses with requests.post(url, json=payload, stream=True) as response: response.raise_for_status() # Iterating over the response line by line and displaying the details for line in response.iter_lines(): if line: # Parsing each line (JSON chunk) and extracting the details chunk = json.loads(line) # If a callback function is provided, call it with the chunk if callback: callback(chunk) else: # Print the status message directly to the console print(chunk.get('status', ''), end='', flush=True) # If there's layer data, you might also want to print that (adjust as necessary) if 'digest' in chunk: print(f" - Digest: {chunk['digest']}", end='', flush=True) print(f" - Total: {chunk['total']}", end='', flush=True) print(f" - Completed: {chunk['completed']}", end='\n', flush=True) else: print() except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") # List models that are available locally. def list(): try: response = requests.get(f"{BASE_URL}/api/tags") response.raise_for_status() data = response.json() models = data.get('models', []) return models except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return None # Copy a model. Creates a model with another name from an existing model. def copy(source, destination): try: # Create the JSON payload payload = { "source": source, "destination": destination } response = requests.post(f"{BASE_URL}/api/copy", json=payload) response.raise_for_status() # If the request was successful, return a message indicating that the copy was successful return "Copy successful" except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return None # Delete a model and its data. def delete(model_name): try: url = f"{BASE_URL}/api/delete" payload = {"name": model_name} response = requests.delete(url, json=payload) response.raise_for_status() return "Delete successful" except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return None # Show info about a model. def show(model_name): try: url = f"{BASE_URL}/api/show" payload = {"name": model_name} response = requests.post(url, json=payload) response.raise_for_status() # Parse the JSON response and return it data = response.json() return data except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return None def heartbeat(): try: url = f"{BASE_URL}/" response = requests.head(url) response.raise_for_status() return "Ollama is running" except requests.exceptions.RequestException as e: print(f"An error occurred: {e}") return "Ollama is not running"