17
submitted 7 months ago by ChasingEnigma@lemmy.world to c/linux@lemmy.ml

I'm interested in automatically generating lengthy, coherent stories of 10,000+ words from a single prompt using an open source local large language model (LLM) on low-spec hardware like a laptop without GPU and with i5-8250U, 16GB DDR4-2400MHz. I came across the "Awesome-Story-Generation" repository which lists relevant papers describing promising methods like "Re3: Generating Longer Stories With Recursive Reprompting and Revision", announced in this Twitter thread from October 2022 and "DOC: Improving Long Story Coherence With Detailed Outline Control", announced in this Twitter thread from December 2022. However, these papers used GPT-3, and I was hoping to find similar techniques implemented with open source tools that I could run locally. If anyone has experience or knows of resources that could help me achieve long, coherent story generation with an open source LLM on low-spec hardware, I would greatly appreciate any advice or guidance.

all 12 comments
sorted by: hot top controversial new old
[-] possiblylinux127@lemmy.zip 14 points 7 months ago

You aren't going to get a response that long. That is just the limitations of LLM's. If you do manage to get something that long it won't make sense as it can't hold enough context as it generates.

[-] julianh@lemm.ee 10 points 7 months ago

You can get a really cool, coherent story of any length you want by writing one or hiring a writer.

[-] AlligatorBlizzard@sh.itjust.works 7 points 7 months ago

I've won NaNoWriMo twice and I can confirm that writing your own does not necessarily result in a cool or coherent story. One of the two is likely better than an LLM could come up with, though.

[-] thebardingreen@lemmy.starlightkel.xyz 1 points 7 months ago* (last edited 7 months ago)

I've written more than enough words to win, while failing to finish my story. I've also played a lot with local LLMs. Can confirm on all counts.

[-] d416@lemmy.world 8 points 7 months ago

The limited context lengths for local LLMs will be a barrier to write 10k words in a single prompt. Approaches to this is to have the LLM have a conversation with itself or other LLMs. There are prompts out there that can simulate this, but you will need to intervene every few hundred words or so. Check out ‘AutoGen’ frameworks that can orchestrate this for you. CrewAI is one of the better ones. hope this helps

[-] breadsmasher@lemmy.world 6 points 7 months ago

Have a peruse of this article. Various different options for running LLMs locally

https://matilabs.ai/2024/02/07/run-llms-locally

[-] astrsk@kbin.social 5 points 7 months ago
[-] vhstape@lemmy.sdf.org 4 points 7 months ago

Ollama provides a Python API which may be useful. You could have it generate the story in chunks, having it generate a list of key points which get passed to subsequent prompts. Maybe...

[-] Andromxda@lemmy.dbzer0.com 1 points 7 months ago

Try out some of the options listed in this comment https://ttrpg.network/comment/6729305

[-] tallricefarmer@sopuli.xyz 1 points 7 months ago

I feel like i've seen someone ask this exact question here not too long ago. Was it you?

this post was submitted on 02 May 2024
17 points (77.4% liked)

Linux

48441 readers
633 users here now

From Wikipedia, the free encyclopedia

Linux is a family of open source Unix-like operating systems based on the Linux kernel, an operating system kernel first released on September 17, 1991 by Linus Torvalds. Linux is typically packaged in a Linux distribution (or distro for short).

Distributions include the Linux kernel and supporting system software and libraries, many of which are provided by the GNU Project. Many Linux distributions use the word "Linux" in their name, but the Free Software Foundation uses the name GNU/Linux to emphasize the importance of GNU software, causing some controversy.

Rules

Related Communities

Community icon by Alpár-Etele Méder, licensed under CC BY 3.0

founded 5 years ago
MODERATORS