On-Prem AI chatbot - Hello World!

In continuation of the recent posts...

Finally got a on-premise chat-bot running! Once downloaded, the linux box is able to spin up / down the interface in a second.

(myvenv) ai@dell:~/proj/ollama$ time ollama run mistral
>>> /bye

real    0m1.019s
user    0m0.017s
sys     0m0.009s

That, on a measly ~$70 Marketplace i5/8GB machine is appreciable (given what all I had read about the NVidia RTX 4090s etc.). Now obviously this doesn't do anything close to 70 tokens per second, but am okay with that.

(myvenv) ai@dell:~/proj/ollama$ sudo dmesg | grep -i bogo
[sudo] password for ai:
[    0.078220] Calibrating delay loop (skipped), value calculated using timer frequency.. 6585.24 BogoMIPS (lpj=3292624)
[    0.102271] smpboot: Total of 4 processors activated (26340.99 BogoMIPS)

Next, I wrote a small little hello-world script to test the bot. Now where's the fun if it were to print a static text!!:

(myvenv) ai@dell:~/t$ cat a.py
from langchain_community.llms import Ollama

llm = Ollama(model="llama3")
result=llm.invoke("Why is 42 the answer to everything? Keep it very brief.")
print (result)

And here's the output, in just ......... 33 seconds :)

(myvenv) ai@dell:~/t$ time python a.py
A popular question! The joke about 42 being the answer to everything originated from Douglas Adams' science fiction series "The Hitchhiker's Guide to the Galaxy." In the book, a supercomputer named Deep Thought takes 7.5 million years to calculate the "Answer to the Ultimate Question of Life, the Universe, and Everything," which is... 42!

real    0m33.299s
user    0m0.568s
sys     0m0.104s
(myvenv) ai@dell:~/t$

And, just for kicks, works across languages / scripts too. Nice!

(myvenv) ai@dell:~/t$ ollama run mistral
>>> भारत की सबसे लंबी नदी कौन सी है?
 भारत की सबसे लंबी नदी गंगा है, जिसका पूरण 3670 किमी होता है। यह एक विश्वमित्र नदी है और बहुप्रकार से कई प्रदेशों के झिल्ले-ढाल में विचलित है।

>>>

Again, am pretty okay with this for now. I'll worry about speed tomorrow, when I have a script that's able to test the limits, and that's not today.

Hello World!