Files
Bjornulf_custom_nodes/ollama.py
justumen d48bcd250a 0.44
2024-09-25 10:02:46 +02:00

129 lines
5.5 KiB
Python

import ollama
from ollama import Client # pip install ollama
import logging
import hashlib
import os
class ollamaLoader:
@classmethod
def read_host_from_file(cls, filename='ollama_ip.txt'):
try:
# Get the directory where the script is located
script_dir = os.path.dirname(os.path.realpath(__file__))
file_path = os.path.join(script_dir, filename)
# Print the constructed file path for verification
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 # Return None if reading fails
@classmethod
def get_available_models(cls):
host = cls.read_host_from_file()
if host:
try:
client = Client(host=host)
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}: {e}")
# Fallback to default hosts if reading from file fails
for default_host in ["http://127.0.0.1:11434", "http://0.0.0.0:11434"]:
try:
client = Client(host=default_host)
list_models = client.list()
return [model['name'] for model in list_models['models']]
except Exception as e:
logging.error(f"Error fetching models from {default_host}: {e}")
return ["none"] # Return a default model if fetching fails
@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."
)
return {
"required": {
"user_prompt": ("STRING", {"multiline": True}),
"selected_model": (cls.get_available_models(),),
"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
def connect_2_ollama(self, user_prompt, selected_model, system_prompt, keep_1min_in_vram, seed):
# Generate a hash of the current content
content_hash = hashlib.md5((user_prompt + selected_model + system_prompt).encode()).hexdigest()
# Check if the content has changed
if content_hash != self.last_content_hash:
# Content has changed, use the provided seed
self.last_content_hash = content_hash
else:
# Content hasn't changed, set seed to None to prevent randomization
seed = None
keep_alive_minutes = 1 if keep_1min_in_vram else 0
host = self.read_host_from_file()
if host:
try:
client = Client(host=host)
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}): {response['response']}")
return (response['response'],)
except Exception as e:
logging.error(f"Connection to {host} failed: {e}")
# Fallback to default hosts if reading from file fails
for default_host in ["http://127.0.0.1:11434", "http://0.0.0.0:11434"]:
try:
client = Client(host=default_host)
response = client.generate(
model=selected_model,
system=system_prompt,
prompt=user_prompt,
keep_alive=f"{keep_alive_minutes}m"
)
logging.info(f"Ollama response ({default_host}): {response['response']}")
return (response['response'],)
except Exception as e:
logging.error(f"Connection to {default_host} failed: {e}")
logging.error("All connection attempts failed.")
return ("Connection to Ollama failed.",)