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metadata
license: bigscience-bloom-rail-1.0
language:
  - ak
  - ar
  - as
  - bm
  - bn
  - ca
  - code
  - en
  - es
  - eu
  - fon
  - fr
  - gu
  - hi
  - id
  - ig
  - ki
  - kn
  - lg
  - ln
  - ml
  - mr
  - ne
  - nso
  - ny
  - or
  - pa
  - pt
  - rn
  - rw
  - sn
  - st
  - sw
  - ta
  - te
  - tn
  - ts
  - tum
  - tw
  - ur
  - vi
  - wo
  - xh
  - yo
  - zh
  - zu
programming_language:
  - C
  - C++
  - C#
  - Go
  - Java
  - JavaScript
  - Lua
  - PHP
  - Python
  - Ruby
  - Rust
  - Scala
  - TypeScript
tags:
  - llm-rs
  - ggml
pipeline_tag: text-generation

GGML covnerted Models of BigScience's Bloom models

Description

BLOOM is an autoregressive Large Language Model (LLM), trained to continue text from a prompt on vast amounts of text data using industrial-scale computational resources. As such, it is able to output coherent text in 46 languages and 13 programming languages that is hardly distinguishable from text written by humans. BLOOM can also be instructed to perform text tasks it hasn't been explicitly trained for, by casting them as text generation tasks.

Converted Models

Name Based on Type Container GGML Version
bloom-1b7-f16.bin bigscience/bloom-1b7 F16 GGML V3
bloom-1b7-q4_0.bin bigscience/bloom-1b7 Q4_0 GGML V3
bloom-1b7-q4_0-ggjt.bin bigscience/bloom-1b7 Q4_0 GGJT V3
bloom-1b7-q5_1-ggjt.bin bigscience/bloom-1b7 Q5_1 GGJT V3
bloom-3b-f16.bin bigscience/bloom-3b F16 GGML V3
bloom-3b-q4_0.bin bigscience/bloom-3b Q4_0 GGML V3
bloom-3b-q4_0-ggjt.bin bigscience/bloom-3b Q4_0 GGJT V3
bloom-3b-q5_1-ggjt.bin bigscience/bloom-3b Q5_1 GGJT V3
bloom-560m-f16.bin bigscience/bloom-560m F16 GGML V3
bloom-560m-q4_0.bin bigscience/bloom-560m Q4_0 GGML V3
bloom-560m-q4_0-ggjt.bin bigscience/bloom-560m Q4_0 GGJT V3
bloom-560m-q5_1-ggjt.bin bigscience/bloom-560m Q5_1 GGJT V3

Usage

Python via llm-rs:

Installation

Via pip: pip install llm-rs

Run inference 

from llm_rs import AutoModel

#Load the model, define any model you like from the list above as the `model_file`
model = AutoModel.from_pretrained("rustformers/bloom-ggml",model_file="bloom-3b-q4_0-ggjt.bin")

#Generate
print(model.generate("The meaning of life is"))

Rust via Rustformers/llm:

Installation 

git clone --recurse-submodules https://github.com/rustformers/llm.git
cd llm
cargo build --release

Run inference 

cargo run --release -- bloom infer -m path/to/model.bin  -p "Tell me how cool the Rust programming language is:"