Created
December 5, 2022 14:53
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Julia interface for the OpenAI's GPT-3 API
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using HTTP, JSON3 | |
"Call the OpenAI JSON API and return the results." | |
function gpt3_api_call( | |
prompt, n_completions::Int=1; | |
endpoint::String = "https://api.openai.com/v1/completions", | |
api_key::String = get(ENV, "OPENAI_API_KEY", ""), | |
organization::String = get(ENV, "OPENAI_ORGANIZATION", ""), | |
n_retries::Int = 10, | |
model::String = "text-davinci-003", | |
temperature::Real = 1.0, | |
max_tokens::Int = 1024, | |
logprobs::Union{Nothing,Int} = 0, | |
echo::Bool = false, | |
stop::Union{Nothing,String} = nothing, | |
verbose::Bool = false, | |
logit_bias::Union{Dict,Nothing} = nothing, | |
options... # Other options | |
) | |
# Construct HTTP request headers and body | |
headers = ["Content-Type" => "application/json", | |
"Authorization" => "Bearer $api_key", | |
"OpenAI-Organization" => organization] | |
body = Dict{String,Any}( | |
"prompt" => prompt, | |
"n" => n_completions, | |
"model" => model, | |
"temperature" => temperature, | |
"max_tokens" => max_tokens, | |
"logprobs" => logprobs, | |
"echo" => echo, | |
"stop" => stop, | |
options... | |
) | |
if !isnothing(logit_bias) | |
body["logit_bias"] = logit_bias | |
end | |
body = JSON3.write(body) | |
# Post request with exponential backoff | |
if verbose println("Posting HTTP request...") end | |
delays = ExponentialBackOff(n=n_retries, first_delay=0.5, max_delay=60.0, | |
factor=2.0, jitter=0.1) | |
request = Base.retry(delays=delays, | |
check=(_, e) -> HTTP.RetryRequest.isrecoverable(e)) do | |
HTTP.post(endpoint, headers, body, retry=false) | |
end | |
response = request() | |
return JSON3.read(response.body) | |
end |
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