Simple Bear tutorial commands

These are all the commands I used in the simple Bear tutorial, including ones that I didn’t show.

$ memory_bear
$ touch empty.csv
$ memory_bear empty.csv 1m
$ memory_bear empty.csv 1m --label-column 0
$ memory_bear empty.csv 1m --label-column 0 --save-filename empty

$ cat single.csv
$ memory_bear single.csv 1m --label-column 0 --save-filename single
$ gzcat single.bear.gz | xxd
$ bear_model_details single.bear.gz
$ bear_model_details single.bear.gz --verbose
$ bear_predict
$ bear_predict - single - --input-filetype csv --output-filetype csv

$ cat 10-labels.csv
$ memory_bear 10-labels.csv 1m -l 0 -s 10-labels
$ bear_model_details 10-labels.bear.gz -v
$ bear_predict - 10-labels - -tcsv -Tcsv

$ memory_bear 10-labels.csv 1m -l0 -nMAE -s10-labels-mae
$ bear_predict - 10-labels-mae - -tcsv -Tcsv
$ bear_model_details 10-labels-mae -v

$ cat frequencies.csv
$ memory_bear frequencies.csv 1m -l0 -f -c1 -sfrequencies
$ bear_model_details frequencies -v
$ bear_predict - frequencies - -tcsv -Tcsv
$ memory_bear frequencies.csv 1m -l0 -fc1 -nMAE -sfrequencies-mae
$ bear_model_details frequencies-mae -v

$ cat linear-1.csv
$ memory_bear linear-1.csv 1m -l1 -slinear-1
$ bear_predict - linear-1 - -tcsv -Tcsv
$ bear_model_details linear-1 -v

$ cat linear-2.csv
$ memory_bear linear-2.csv 1m -l1 -fc2 -slinear-2
$ bear_predict - linear-2 - -tcsv -Tcsv
$ bear_predict linear-2-test-features.csv linear-2 linear-2-test-out.csv
$ open linear-2-test-out.csv

$ bear_model_details linear-2
$ bear_model_details linear-2 -v

$ cat linear-2.csv linear-2-test-features.csv > linear-2-combined.csv
$ memory_bear linear-2-combined.csv 1m -l1 -fc2 -o linear-2-predictions.csv
$ cmp linear-2-predictions.csv linear-2-test-out.csv

$ cat ids.csv
$ memory_bear ids.csv 1m --multi-id-columns='[0,4]' -l2 -fc3 -o ids-out.csv
$ cat ids-out.csv
$ memory_bear ids.csv 1m -j'[0,4]' -l2 -fc3 -o ids-out-nf.csv --no-features-out
$ cat ids-out-nf.csv

$ simple_bear_tutorial_data linear-3.csv -r19680707
$ open linear-3.csv
$ memory_bear linear-3.csv 1m -l1 -o linear-3-predictions.csv
$ open linear-3-predictions.csv
$ memory_bear linear-3.csv 1m -l1 -d -o linear-3-debug.csv
$ open linear-3-debug.csv

$ simple_bear_tutorial_data linear-4.csv -r19660924
$ open linear-4.csv
$ memory_bear linear-4.csv 1m -dl1 -olinear-4-predictions.csv
$ open linear-4-predictions.csv

$ simple_bear_tutorial_data linear-5.csv -r19680707 -t1000
$ open linear-5.csv
$ memory_bear linear-5.csv 1m -dl1 -olinear-5-predictions.csv
$ open linear-5-predictions.csv

$ simple_bear_tutorial_data linear-10k.csv -r19680707 -t10000 -p0
$ memory_bear linear-10k.csv 1m -l1 -slinear-10k
$ bear_model_details linear-10k -v
$ simple_bear_tutorial_data linear-100k.csv -r19680707 -t100000 -p0
$ memory_bear linear-100k.csv 1m -l1 -slinear-100k
$ bear_model_details linear-100k -v
$ simple_bear_tutorial_data linear-1m.csv -r19680707 -t1000000 -p0
$ memory_bear linear-1m.csv 5m -l1 -slinear-1m
$ bear_model_details linear-1m -v
$ simple_bear_tutorial_data linear-10m.csv -r19680707 -t10000000 -p0
$ memory_bear linear-10m.csv 10m -l1 -slinear-10m
$ bear_model_details linear-10m -v

$ simple_bear_tutorial_data missing-1.csv -r19680707 -n50 -t100
$ head missing-1.csv
$ head -110 missing-1.csv | tail -20
$ open missing-1.csv
$ memory_bear missing-1.csv -dl1 1m -omissing-1-predictions.csv -smissing-1
$ head -110 missing-1-predictions.csv | tail -20
$ open missing-1-predictions.csv
$ bear_model_details missing-1 -v

$ cat missing-2.csv
$ memory_bear missing-2.csv -dHLlabel -fCfrequency 1m -omissing-2-predictions.csv -smissing-2
$ cat missing-2-predictions.cs
$ bear_model_details missing-2 -v
$ cat missing-3.csv
$ memory_bear missing-3.csv -dHLlabel -fCfrequency 1m -omissing-3-predictions.csv -smissing-3
$ bear_model_details missing-3 -v
$ cat missing-4.csv
$ memory_bear missing-4.csv -dHLlabel -fCfrequency 1m -omissing-4-predictions.csv -smissing-4
$ cat missing-4-predictions.csv
$ bear_model_details missing-4 -v
$ cat missing-5.csv
$ memory_bear missing-5.csv -dHLlabel -fCfrequency 1m -omissing-5-predictions.csv -smissing-5
$ cat missing-5-predictions.csv
$ bear_model_details missing-5 -v
$ cat missing-6.csv
$ memory_bear missing-6.csv -dHLlabel -fCfrequency 1m -omissing-6-predictions.csv -smissing-6
$ cat missing-6-predictions.csv
$ bear_model_details missing-6 -v

© 2023–2024 John Costella