Multilingual Pruning Research
AI & ML interests
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Description
A collection of pruned models on different pruning methods, sparsity types and ratios, calibration sets as well as calibration languages. All of the model names are in the format:
pruned-<original model name>-<pruning method>-<sparsity ratio>-<sparsity type>-<calibration dataset>-<calibration languages>-<seed>
Usage
Load the model using the transformers
library, which can be installed using pip install transformers
:
# main.py
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("multilingual-pruning/<model name>")
Dependencies
transformers==4.42.3
numpy==1.26.4
Collections
2
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multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-ar-0
Text Generation • Updated • 1 -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-de-0
Text Generation • Updated -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-zh-0
Text Generation • Updated • 1 -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-ru-0
Text Generation • Updated • 1
models
300
multilingual-pruning/pruned-pruned-aya-23-8b-wanda-0.5-unstructured-mc4-es-42
Text Generation
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2
multilingual-pruning/pruned-pruned-aya-23-8b-wanda-0.5-unstructured-mc4-ar-42
Text Generation
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2
multilingual-pruning/pruned-pruned-aya-23-8b-sparsegpt-0.5-unstructured-mc4-ar-42
Text Generation
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2
multilingual-pruning/pruned-pruned-llama3-70b-instruct-sparsegpt-0.5-unstructured-mc4-zh-0
Text Generation
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2
multilingual-pruning/pruned-pruned-aya-23-35b-wanda-0.5-2-4-mc4-ru-0
Text Generation
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2
multilingual-pruning/pruned-pruned-aya-23-35b-sparsegpt-0.5-2-4-mc4-de-0
Text Generation
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2
multilingual-pruning/pruned-pruned-llama3-8b-instruct-sparsegpt-0.5-2-4-mc4-sw-0
Text Generation
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3
multilingual-pruning/pruned-pruned-llama3-8b-instruct-sparsegpt-0.5-2-4-mc4-ru-0
Text Generation
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2
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-zh-1234
Text Generation
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4
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-sw-1234
Text Generation
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5
datasets
None public yet