Merge pull request #955 from jmorganca/mattw/example-bash-compare

docs: add examples using bash to compare models
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Matt Williams 2023-11-10 08:59:32 -06:00 committed by GitHub
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# Bash Shell examples
When calling `ollama`, you can pass it a file to run all the prompts in the file, one after the other:
`ollama run llama2 < sourcequestions.txt`
This concept is used in the following example.
## Compare Models
`comparemodels.sh` is a script that runs all the questions in `sourcequestions.txt` using any 4 models you choose that you have already pulled from the Ollama library or have created locally.

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#! /usr/bin/env bash
# Compare multiple models by running them with the same questions
NUMBEROFCHOICES=4
SELECTIONS=()
declare -a SUMS=()
# Get the list of models
CHOICES=$(ollama list | awk '{print $1}')
# Select which models to run as a comparison
echo "Select $NUMBEROFCHOICES models to compare:"
select ITEM in $CHOICES; do
if [[ -n $ITEM ]]; then
echo "You have selected $ITEM"
SELECTIONS+=("$ITEM")
((COUNT++))
if [[ $COUNT -eq $NUMBEROFCHOICES ]]; then
break
fi
else
echo "Invalid selection"
fi
done
# Loop through each of the selected models
for ITEM in "${SELECTIONS[@]}"; do
echo "--------------------------------------------------------------"
echo "Loading the model $ITEM into memory"
ollama run "$ITEM" ""
echo "--------------------------------------------------------------"
echo "Running the questions through the model $ITEM"
COMMAND_OUTPUT=$(ollama run "$ITEM" --verbose < sourcequestions.txt 2>&1| tee /dev/stderr)
# eval duration is sometimes listed in seconds and sometimes in milliseconds.
# Add up the values for each model
SUM=$(echo "$COMMAND_OUTPUT" | awk '
/eval duration:/ {
value = $3
if (index(value, "ms") > 0) {
gsub("ms", "", value)
value /= 1000
} else {
gsub("s", "", value)
}
sum += value
}
END { print sum }')
SUMS+=("All questions for $ITEM completed in $SUM seconds")
done
echo ""
echo "--------------------------------------------------------------"
echo -e "Sums of eval durations for each run:"
for val in "${SUMS[@]}"; do
echo "$val"
done
echo "--------------------------------------------------------------"
echo "Comparison complete. Now you can decide"
echo "which model is best."
echo "--------------------------------------------------------------"

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Why is the sky blue
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Explain the big bang theory like I am 5?
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Why does a vacuum bottle keep my coffee hot and my milkshake cold?
What is the difference between a meteor, a meteorite, and a meteoroid?
Create an array with 5 items and print to the console. Do this in Python, C#, Typescript, and Rust.