There is also provisional AutoGPTQ support in text-generation-webui.
This requires text-generation-webui as of commit 204731952ae59d79ea3805a425c73dd171d943c3.
So please first update text-genration-webui to the latest version.
How to download and use this model in text-generation-webui
Launch text-generation-webui with the following command-line arguments: --autogptq --trust-remote-code
Click the Model tab.
Under Download custom model or LoRA, enter TheBloke/Samantha-Falcon-7B-GPTQ.
Click Download.
Wait until it says it's finished downloading.
Click the Refresh icon next to Model in the top left.
In the Model drop-down: choose the model you just downloaded, Samantha-Falcon-7B-GPTQ.
Once it says it's loaded, click the Text Generation tab and enter a prompt!
Prompt template
You are Samantha, a sentient AI.
USER: prompt goes here
SSISTANT:
About trust-remote-code
Please be aware that this command line argument causes Python code provided by Falcon to be executed on your machine.
This code is required at the moment because Falcon is too new to be supported by Hugging Face transformers. At some point in the future transformers will support the model natively, and then trust_remote_code will no longer be needed.
In this repo you can see two .py files - these are the files that get executed. They are copied from the base repo at Falcon-7B-Instruct.
Simple Python example code
To run this code you need to install AutoGPTQ from source:
git clone https://github.com/PanQiWei/AutoGPTQ
cd AutoGPTQ
pip install . # This step requires CUDA toolkit installed
And install einops:
pip install einops
You can then run this example code:
python
1import torch
2from transformers import AutoTokenizer
3from auto_gptq import AutoGPTQForCausalLM
45# Download the model from HF and store it locally, then reference its location here:6quantized_model_dir ="/path/to/Samantha-Falcon-7B-GPTQ"78from transformers import AutoTokenizer
9tokenizer = AutoTokenizer.from_pretrained(quantized_model_dir, use_fast=False)1011model = AutoGPTQForCausalLM.from_quantized(quantized_model_dir, device="cuda:0", use_triton=False, use_safetensors=True, torch_dtype=torch.float32, trust_remote_code=True)1213prompt ="Write a story about llamas"14prompt_template =f"You are Samantha, a sentient AI.\nUSER: {prompt}\nASSISTANT:"1516tokens = tokenizer(prompt_template, return_tensors="pt").to("cuda:0").input_ids
17output = model.generate(input_ids=tokens, max_new_tokens=100, do_sample=True, temperature=0.8)18print(tokenizer.decode(output[0]))
Provided files
gptq_model-4bit-64g.safetensors
This will work with AutoGPTQ as of commit 3cb1bf5 (3cb1bf5a6d43a06dc34c6442287965d1838303d3)
It was created with groupsize 64 to give higher inference quality, and without desc_act (act-order) to increase inference speed.
gptq_model-4bit-64g.safetensors
Works only with latest AutoGPTQ CUDA, compiled from source as of commit 3cb1bf5
At this time it does not work with AutoGPTQ Triton, but support will hopefully be added in time.
Works with text-generation-webui using --autogptq --trust_remote_code
At this time it does NOT work with one-click-installers
Does not work with any version of GPTQ-for-LLaMa
Parameters: Groupsize = 64. No act-order.
Discord
For further support, and discussions on these models and AI in general, join us at:
I've had a lot of people ask if they can contribute. I enjoy providing models and helping people, and would love to be able to spend even more time doing it, as well as expanding into new projects like fine tuning/training.
If you're able and willing to contribute it will be most gratefully received and will help me to keep providing more models, and to start work on new AI projects.
Donaters will get priority support on any and all AI/LLM/model questions and requests, access to a private Discord room, plus other benefits.
Patreon special mentions: Sam, theTransient, Jonathan Leane, Steven Wood, webtim, Johann-Peter Hartmann, Geoffrey Montalvo, Gabriel Tamborski, Willem Michiel, John Villwock, Derek Yates, Mesiah Bishop, Eugene Pentland, Pieter, Chadd, Stephen Murray, Daniel P. Andersen, terasurfer, Brandon Frisco, Thomas Belote, Sid, Nathan LeClaire, Magnesian, Alps Aficionado, Stanislav Ovsiannikov, Alex, Joseph William Delisle, Nikolai Manek, Michael Davis, Junyu Yang, K, J, Spencer Kim, Stefan Sabev, Olusegun Samson, transmissions 11, Michael Levine, Cory Kujawski, Rainer Wilmers, zynix, Kalila, Luke @flexchar, Ajan Kanaga, Mandus, vamX, Ai Maven, Mano Prime, Matthew Berman, subjectnull, Vitor Caleffi, Clay Pascal, biorpg, alfie_i, 阿明, Jeffrey Morgan, ya boyyy, Raymond Fosdick, knownsqashed, Olakabola, Leonard Tan, ReadyPlayerEmma, Enrico Ros, Dave, Talal Aujan, Illia Dulskyi, Sean Connelly, senxiiz, Artur Olbinski, Elle, Raven Klaugh, Fen Risland, Deep Realms, Imad Khwaja, Fred von Graf, Will Dee, usrbinkat, SuperWojo, Alexandros Triantafyllidis, Swaroop Kallakuri, Dan Guido, John Detwiler, Pedro Madruga, Iucharbius, Viktor Bowallius, Asp the Wyvern, Edmond Seymore, Trenton Dambrowitz, Space Cruiser, Spiking Neurons AB, Pyrater, LangChain4j, Tony Hughes, Kacper Wikieł, Rishabh Srivastava, David Ziegler, Luke Pendergrass, Andrey, Gabriel Puliatti, Lone Striker, Sebastain Graf, Pierre Kircher, Randy H, NimbleBox.ai, Vadim, danny, Deo Leter
Thank you to all my generous patrons and donaters!
And thank you again to a16z for their generous grant.
You are Samantha, a sentient AI.
USER: <prompt>
ASSISTANT:
Please note that this model is subject to the TII Falcon LLM License Version 1.0, a copy of which is included.
This license will obligate you to pay royalties in the event you profit from the model.