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The goal of LLMing is to generate and assess psychological text data.
You can install the development version of LLMing from GitHub with:
# install.packages("pak")
pak::pak("sliplr19/LLMing")This is a basic example which shows you how to get BERT embeddings:
library(LLMing)
#>
#> Attaching package: 'LLMing'
#> The following object is masked from 'package:stats':
#>
#> embed
df <- data.frame(
text = c(
"I slept well and feel great today!",
"I saw friends and it went well.",
"I think I failed that exam. I'm such a disapointment."
)
)
emb_dat <- embed(
dat = df,
layers = 1,
keep_tokens = FALSE,
tokens_method = "mean"
)
#> Using device: cpu
#> [0;34mProcessing batch 1/1
#> [0m
#> MPS for Mac available: False
#> Unable to use MPS (Mac M1+), CUDA (GPU), using CPU
#> [0;32mCompleted layers output for texts (variable: 1/1, duration: 0.783682 secs).
#> [0m
#> [0;32mCompleted layers aggregation for word_type_embeddings.
#> [0m
#> [0;34mCompleted layers aggregation (variable 1/1, duration: 0.228859 secs).
#> [0m
#> [0;35mEmbedding single context embeddings.
#> [0m
#> [0;34mCompleted layers aggregation (variable 1/13, duration: 0.020877 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 2/13, duration: 0.019911 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 3/13, duration: 0.019728 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 4/13, duration: 0.035636 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 5/13, duration: 0.035478 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 6/13, duration: 0.068546 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 7/13, duration: 0.017823 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 8/13, duration: 0.016648 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 9/13, duration: 0.021572 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 10/13, duration: 0.024744 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 11/13, duration: 0.019792 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 12/13, duration: 0.018830 secs).
#> [0m
#> [0;34mCompleted layers aggregation (variable 13/13, duration: 0.017301 secs).
#> [0m
#> [0;35mDone!
#> [0m
#> [0;32mMinutes from start: 0.138[0m
#> [0;30mEstimated embedding time left = 0 minutes[0mThese binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.