Files
Bjornulf_custom_nodes/ollama.py
justumen 840e62d00c 0.56
2024-11-11 05:37:44 +01:00

140 lines
5.7 KiB
Python

import ollama
from ollama import Client
import logging
import hashlib
import os
class ollamaLoader:
# _available_models = None # Class variable to cache models
# @classmethod
# def read_host_from_file(cls, filename='ollama_ip.txt'):
# try:
# script_dir = os.path.dirname(os.path.realpath(__file__))
# file_path = os.path.join(script_dir, filename)
# print(f"Looking for file at: {file_path}")
# with open(file_path, 'r') as f:
# host = f.read().strip()
# if host:
# logging.info(f"Using host from {file_path}: {host}")
# return host
# else:
# logging.warning(f"{file_path} is empty. Falling back to default hosts.")
# except Exception as e:
# logging.error(f"Failed to read host from {file_path}: {e}")
# return None
# @classmethod
# def get_available_models(cls):
# # Return cached models if available
# if cls._available_models is not None:
# return cls._available_models
# models = ["none"] # Default fallback
# host = cls.read_host_from_file()
# def try_connect(host_url):
# try:
# client = Client(host=host_url)
# list_models = client.list()
# return [model['name'] for model in list_models['models']]
# except Exception as e:
# logging.error(f"Error fetching models from {host_url}: {e}")
# return None
# # Try user-specified host first
# if host:
# result = try_connect(host)
# if result:
# models = result
# # Try default hosts if necessary
# if models == ["none"]:
# for default_host in ["http://127.0.0.1:11434", "http://0.0.0.0:11434"]:
# result = try_connect(default_host)
# if result:
# models = result
# break
# cls._available_models = models # Cache the results
# return models
@classmethod
def INPUT_TYPES(cls):
default_system_prompt = (
"Describe a specific example of an object, animal, person, or landscape based on a given general idea. "
"Start with a clear and concise overall description in the first sentence. Then, provide a detailed depiction "
"of its physical features, focusing on colors, size, clothing, eyes, and other distinguishing characteristics. "
"Use commas to separate each detail and avoid listing them. Ensure each description is vivid, precise, and "
"specific to one unique instance of the subject. Refrain from using poetic language and giving it a name.\n"
"Example input: man\n Example output: \nAn overweight old man sitting on a bench, wearing a blue hat, "
"yellow pants, orange jacket and black shirt, sunglasses, very long beard, very pale skin, long white hair, "
"very large nose."
)
# Lazy load models only when the node is actually used
return {
"required": {
"user_prompt": ("STRING", {"multiline": True}),
"selected_model": ("STRING", {"default": "llama3.2:1b"} ), # Default to none, will be populated when node is used
"ollama_url": ("STRING", {"default": "http://0.0.0.0:11434"}),
"system_prompt": ("STRING", {
"multiline": True,
"default": default_system_prompt
}),
"seed": ("INT", {"default": 0, "min": 0, "max": 0xffffffffffffffff}),
"keep_1min_in_vram": ("BOOLEAN", {"default": False})
}
}
RETURN_TYPES = ("STRING",)
RETURN_NAMES = ("ollama_response",)
FUNCTION = "connect_2_ollama"
CATEGORY = "Bjornulf"
def __init__(self):
self.last_content_hash = None
# # Update available models when the node is actually instantiated
# self.__class__._available_models = self.get_available_models()
def connect_2_ollama(self, user_prompt, selected_model, system_prompt, keep_1min_in_vram,ollama_url, seed):
content_hash = hashlib.md5((user_prompt + selected_model + system_prompt).encode()).hexdigest()
if content_hash != self.last_content_hash:
self.last_content_hash = content_hash
else:
seed = None
keep_alive_minutes = 1 if keep_1min_in_vram else 0
# host = self.read_host_from_file()
host = ollama_url
def try_generate(host_url):
try:
client = Client(host=host_url)
response = client.generate(
model=selected_model,
system=system_prompt,
prompt=user_prompt,
keep_alive=f"{keep_alive_minutes}m"
)
logging.info(f"Ollama response ({host_url}): {response['response']}")
return response['response']
except Exception as e:
logging.error(f"Connection to {host_url} failed: {e}")
return None
# Try user-specified host first
if host:
result = try_generate(host)
if result:
return (result,)
# Try default hosts
# for default_host in ["http://127.0.0.1:11434", "http://0.0.0.0:11434"]:
# result = try_generate(default_host)
# if result:
# return (result,)
logging.error("All connection attempts failed.")
return ("Connection to Ollama failed.",)