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 • 7 -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-de-0
Text Generation • Updated • 9 -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-zh-0
Text Generation • Updated • 10 -
multilingual-pruning/pruned-aya-23-8b-wanda-0.5-unstructured-mc4-ru-0
Text Generation • Updated • 8
models
296
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-zh-1234
Text Generation
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10
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-sw-1234
Text Generation
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7
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-ru-1234
Text Generation
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14
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-es-1234
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8
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-en-1234
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6
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-de-1234
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8
multilingual-pruning/pruned-pruned-llama3-8b-instruct-wanda-0.5-2to4-mc4-ar-1234
Text Generation
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8
multilingual-pruning/pruned-pruned-llama3-8b-instruct-sparsegpt-0.5-2to4-mc4-zh-1234
Text Generation
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8
multilingual-pruning/pruned-pruned-llama3-8b-instruct-sparsegpt-0.5-2to4-mc4-sw-1234
Text Generation
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6
multilingual-pruning/pruned-pruned-llama3-8b-instruct-sparsegpt-0.5-2to4-mc4-ru-1234
Text Generation
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7
datasets
None public yet