basic package setup
diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..13c4a7d
--- /dev/null
+++ b/.DS_Store
Binary files differ
diff --git a/.Rbuildignore b/.Rbuildignore
new file mode 100644
index 0000000..f77ab09
--- /dev/null
+++ b/.Rbuildignore
@@ -0,0 +1,3 @@
+^rgpt3\.Rproj$
+^\.Rproj\.user$
+^LICENSE\.md$
diff --git a/.Rhistory b/.Rhistory
new file mode 100644
index 0000000..b8da779
--- /dev/null
+++ b/.Rhistory
@@ -0,0 +1,47 @@
+load_all()
+devtools::load_all()
+devtools::load_all()
+devtools::load_all()
+gpt3.authenticate("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")
+gpt3.endsession()
+devtools::load_all()
+gpt3.authenticate("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")
+gpt3.endsession()
+nchar('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')
+message("This is a message")
+warning("This is a warning message")
+devtools::load_all()
+api_key
+gpt3.test_request()
+gpt3.authenticate("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")
+gpt3.test_request()
+api_key
+gpt3.authenticate("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")
+api_key
+devtools::load_all()
+api_key
+gpt3.test_request()
+exists(api_key)
+exists(api_key)
+exists(x = 'api_key')
+devtools::load_all()
+api_key
+gpt3.test_request()
+devtools::load_all()
+gpt3.test_request()
+gpt3.authenticate("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")
+api_key
+gpt3.authenticate("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")
+gpt3.test_request()
+api_key
+devtools::load_all()
+gpt3.authenticate("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")
+api_key
+devtools::load_all()
+gpt3.authenticate("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")
+api_key
+gpt3.test_request()
+devtools::load_all()
+gpt3.authenticate("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")
+gpt3.test_request()
+gpt3.test_request()
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e7fc29f
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+.Rproj.user
+
diff --git a/DESCRIPTION b/DESCRIPTION
new file mode 100644
index 0000000..8d064a2
--- /dev/null
+++ b/DESCRIPTION
@@ -0,0 +1,14 @@
+Package: rgpt3
+Title: An R access point for the GPT-3 API
+Version: 0.0.1
+Authors@R:
+ person("Bennett", "Kleinberg", email = "bennett.kleinberg@tilburguniversity.edu", role = c("aut", "cre"))
+Description: What the package does (one paragraph).
+URL: https://github.com/ben-aaron188/rgpt3
+License: GPL (>= 3)
+Encoding: UTF-8
+Roxygen: list(markdown = TRUE)
+RoxygenNote: 7.2.1
+Imports:
+ data.table,
+ httr
diff --git a/LICENSE.md b/LICENSE.md
new file mode 100644
index 0000000..175443c
--- /dev/null
+++ b/LICENSE.md
@@ -0,0 +1,595 @@
+GNU General Public License
+==========================
+
+_Version 3, 29 June 2007_
+_Copyright © 2007 Free Software Foundation, Inc. <<http://fsf.org/>>_
+
+Everyone is permitted to copy and distribute verbatim copies of this license
+document, but changing it is not allowed.
+
+## Preamble
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+copies of the covered work conveyed by you (or copies made from those copies), or **(b)**
+primarily for and in connection with specific products or compilations that contain
+the covered work, unless you entered into that arrangement, or that patent license
+was granted, prior to 28 March 2007.
+
+Nothing in this License shall be construed as excluding or limiting any implied
+license or other defenses to infringement that may otherwise be available to you
+under applicable patent law.
+
+### 12. No Surrender of Others' Freedom
+
+If conditions are imposed on you (whether by court order, agreement or otherwise)
+that contradict the conditions of this License, they do not excuse you from the
+conditions of this License. If you cannot convey a covered work so as to satisfy
+simultaneously your obligations under this License and any other pertinent
+obligations, then as a consequence you may not convey it at all. For example, if you
+agree to terms that obligate you to collect a royalty for further conveying from
+those to whom you convey the Program, the only way you could satisfy both those terms
+and this License would be to refrain entirely from conveying the Program.
+
+### 13. Use with the GNU Affero General Public License
+
+Notwithstanding any other provision of this License, you have permission to link or
+combine any covered work with a work licensed under version 3 of the GNU Affero
+General Public License into a single combined work, and to convey the resulting work.
+The terms of this License will continue to apply to the part which is the covered
+work, but the special requirements of the GNU Affero General Public License, section
+13, concerning interaction through a network will apply to the combination as such.
+
+### 14. Revised Versions of this License
+
+The Free Software Foundation may publish revised and/or new versions of the GNU
+General Public License from time to time. Such new versions will be similar in spirit
+to the present version, but may differ in detail to address new problems or concerns.
+
+Each version is given a distinguishing version number. If the Program specifies that
+a certain numbered version of the GNU General Public License “or any later
+version” applies to it, you have the option of following the terms and
+conditions either of that numbered version or of any later version published by the
+Free Software Foundation. If the Program does not specify a version number of the GNU
+General Public License, you may choose any version ever published by the Free
+Software Foundation.
+
+If the Program specifies that a proxy can decide which future versions of the GNU
+General Public License can be used, that proxy's public statement of acceptance of a
+version permanently authorizes you to choose that version for the Program.
+
+Later license versions may give you additional or different permissions. However, no
+additional obligations are imposed on any author or copyright holder as a result of
+your choosing to follow a later version.
+
+### 15. Disclaimer of Warranty
+
+THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW.
+EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES
+PROVIDE THE PROGRAM “AS IS” WITHOUT WARRANTY OF ANY KIND, EITHER
+EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
+MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE
+QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE
+DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+### 16. Limitation of Liability
+
+IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY
+COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS THE PROGRAM AS
+PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL,
+INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE
+PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE
+OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE
+WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE
+POSSIBILITY OF SUCH DAMAGES.
+
+### 17. Interpretation of Sections 15 and 16
+
+If the disclaimer of warranty and limitation of liability provided above cannot be
+given local legal effect according to their terms, reviewing courts shall apply local
+law that most closely approximates an absolute waiver of all civil liability in
+connection with the Program, unless a warranty or assumption of liability accompanies
+a copy of the Program in return for a fee.
+
+_END OF TERMS AND CONDITIONS_
+
+## How to Apply These Terms to Your New Programs
+
+If you develop a new program, and you want it to be of the greatest possible use to
+the public, the best way to achieve this is to make it free software which everyone
+can redistribute and change under these terms.
+
+To do so, attach the following notices to the program. It is safest to attach them
+to the start of each source file to most effectively state the exclusion of warranty;
+and each file should have at least the “copyright” line and a pointer to
+where the full notice is found.
+
+ <one line to give the program's name and a brief idea of what it does.>
+ Copyright (C) <year> <name of author>
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+If the program does terminal interaction, make it output a short notice like this
+when it starts in an interactive mode:
+
+ <program> Copyright (C) <year> <name of author>
+ This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type 'show c' for details.
+
+The hypothetical commands `show w` and `show c` should show the appropriate parts of
+the General Public License. Of course, your program's commands might be different;
+for a GUI interface, you would use an “about box”.
+
+You should also get your employer (if you work as a programmer) or school, if any, to
+sign a “copyright disclaimer” for the program, if necessary. For more
+information on this, and how to apply and follow the GNU GPL, see
+<<http://www.gnu.org/licenses/>>.
+
+The GNU General Public License does not permit incorporating your program into
+proprietary programs. If your program is a subroutine library, you may consider it
+more useful to permit linking proprietary applications with the library. If this is
+what you want to do, use the GNU Lesser General Public License instead of this
+License. But first, please read
+<<http://www.gnu.org/philosophy/why-not-lgpl.html>>.
diff --git a/NAMESPACE b/NAMESPACE
new file mode 100644
index 0000000..d8580fc
--- /dev/null
+++ b/NAMESPACE
@@ -0,0 +1,5 @@
+# Generated by roxygen2: do not edit by hand
+
+export(gpt3.authenticate)
+export(gpt3.test_request)
+export(url.completions)
diff --git a/R/.DS_Store b/R/.DS_Store
new file mode 100644
index 0000000..5008ddf
--- /dev/null
+++ b/R/.DS_Store
Binary files differ
diff --git a/R/authenticate.R b/R/authenticate.R
new file mode 100644
index 0000000..e896cec
--- /dev/null
+++ b/R/authenticate.R
@@ -0,0 +1,33 @@
+#' Set up the authentication with your API key
+#'
+#' @description
+#' Access to GPT-3's functions requires an API key that you obtain from [https://openai.com/api/](https://openai.com/api/). `gpt3.authenticate()` accepts your API key and ensures that you can connect to the models. `gpt3.endsession()` overwrites your API key _for this session_ (it is recommended that you run this when you are done). `check_apikey_form()` is a simple check if any information has been provided at all.
+#' @param apikey A character vector that is your personal API key
+#' @return A confirmation message
+#' @examples
+#' # Starting a session:
+#' gpt3.authenticate(apikey = 'REPLACE_THIS_WITH_YOUR_KEY')
+# '
+#' # After you are finished:
+#' gpt3.endsession()
+#' @export
+gpt3.authenticate = function(apikey){
+ api_key <<- apikey
+ print(paste0("Will use --> ", api_key, " for authentication."))
+}
+
+gpt3.endsession = function(){
+ api_key = "---"
+ print('-- session ended: you need to re-authenticate again next time.')
+}
+
+check_apikey_form = function(){
+
+ if(exists(x = 'api_key') == F){
+ warning("Use gpt3.authenticate() to set your API key")
+ } else if(nchar(api_key) < 10){
+
+ warning("Use gpt3.authenticate() to set your API key")
+
+ }
+}
diff --git a/R/base_urls.R b/R/base_urls.R
new file mode 100644
index 0000000..41cb50f
--- /dev/null
+++ b/R/base_urls.R
@@ -0,0 +1,8 @@
+#' Contains the package's base URLs
+#'
+#' @description
+#' These are the base URLs for the `rgpt3` package. Do not change these!
+#' @export
+url.completions = "https://api.openai.com/v1/completions"
+url.embeddings = "https://api.openai.com/v1/embeddings"
+url.fine_tune = "https://api.openai.com/v1/fine-tunes"
diff --git a/R/bunch_embedding.R b/R/bunch_embedding.R
new file mode 100644
index 0000000..29e3dc6
--- /dev/null
+++ b/R/bunch_embedding.R
@@ -0,0 +1,32 @@
+gpt3.bunch_embedding = function(data
+ , text_var
+ , id_var
+ , param_model = 'text-similarity-ada-001'){
+
+ data_ = data
+
+ data_length = data_[, .N]
+
+ empty_list = list()
+
+ for(i in 1:data_length){
+
+ print(paste0('Embedding: ', i, '/', data_length))
+
+ row_outcome = gpt3.make_embedding(model_ = param_model
+ , input_ = as.character(unname(data_[i, ..text_var])))
+
+ empty_df = data.frame(t(row_outcome))
+ names(empty_df) = paste0('dim_', 1:length(row_outcome))
+ empty_df$id_full = as.character(unname(data_[i, ..id_var]))
+
+ empty_list[[i]] = empty_df
+
+
+ }
+
+ output_data = rbindlist(empty_list)
+
+ return(output_data)
+
+}
diff --git a/R/bunch_request.R b/R/bunch_request.R
new file mode 100644
index 0000000..44fd78f
--- /dev/null
+++ b/R/bunch_request.R
@@ -0,0 +1,58 @@
+gpt3.bunch_request = function(data
+ , prompt_var
+ , completion_var_name = 'gpt3_completion'
+ , param_model = 'text-davinci-002'
+ , param_suffix = NULL
+ , param_max_tokens = 256
+ , param_temperature = 0.9
+ , param_top_p = 1
+ , param_n = 1
+ , param_stream = F
+ , param_logprobs = NULL
+ , param_echo = F
+ , param_stop = NULL
+ , param_presence_penalty = 0
+ , param_frequency_penalty = 0
+ , param_best_of = 1
+ , param_logit_bias = NULL){
+
+
+ data_ = data
+
+ data_length = data_[, .N]
+
+ data_[, completion_name := '']
+
+
+ for(i in 1:data_length){
+
+ print(paste0('Request: ', i, '/', data_length))
+
+ row_outcome = gpt3.make_request(prompt = as.character(unname(data_[i, ..prompt_var]))
+ , model = param_model
+ , output_type = 'detail'
+ , suffix = param_suffix
+ , max_tokens = param_max_tokens
+ , temperature = param_temperature
+ , top_p = param_top_p
+ , n = param_n
+ , stream = param_stream
+ , logprobs = param_logprobs
+ , echo = param_echo
+ , stop = param_stop
+ , presence_penalty = param_presence_penalty
+ , frequency_penalty = param_frequency_penalty
+ , best_of = param_best_of
+ , logit_bias = param_logit_bias)
+
+
+ data_$completion_name[i] = row_outcome$choices[[1]]$text
+
+
+ }
+
+ data_cols = ncol(data_)
+ names(data_)[data_cols] = completion_var_name
+
+ return(data_)
+}
diff --git a/R/make_embedding.R b/R/make_embedding.R
new file mode 100644
index 0000000..afdb610
--- /dev/null
+++ b/R/make_embedding.R
@@ -0,0 +1,19 @@
+gpt3.make_embedding = function(model_ = 'text-similarity-ada-001'
+ , input_){
+
+ parameter_list = list(model = model_
+ , input = input_)
+
+ request_base = httr::POST(url = url.embeddings
+ , body = parameter_list
+ , httr::add_headers(Authorization = paste("Bearer", api_key))
+ , encode = "json")
+
+
+ output_base = httr::content(request_base)
+
+ embedding_raw = toNumeric(unlist(output_base$data[[1]]$embedding))
+
+ return(embedding_raw)
+
+}
diff --git a/R/make_request.R b/R/make_request.R
new file mode 100644
index 0000000..f6c135c
--- /dev/null
+++ b/R/make_request.R
@@ -0,0 +1,60 @@
+#' Make a test request to the GPT-3 API
+#'
+#' @description
+#' `gpt3.test_request()` sends a basic [completion request](https://beta.openai.com/docs/api-reference/completions) to the Open AI GPT-3 API.
+#' @param verbose (boolean) if TRUE prints the actual prompt and GPT-3 completion of the test request (default: FALSE).
+#' @return A message of success or failure of the connection.
+#' @examples
+#' gpt3.test_request()
+#' @export
+gpt3.make_request = function(prompt_
+ , model_ = 'text-davinci-002'
+ , output_type_ = 'string_only'
+ , suffix_ = NULL
+ , max_tokens_ = 256
+ , temperature_ = 0.9
+ , top_p_ = 1
+ , n_ = 1
+ , stream_ = F
+ , logprobs_ = NULL
+ , echo_ = F
+ , stop_ = NULL
+ , presence_penalty_ = 0
+ , frequency_penalty_ = 0
+ , best_of_ = 1
+ , logit_bias_ = NULL
+)
+{
+
+ parameter_list = list(prompt = prompt_
+ , model = model_
+ , suffix = suffix_
+ , max_tokens = max_tokens_
+ , temperature = temperature_
+ , top_p = top_p_
+ , n = n_
+ , stream = stream_
+ , logprobs = logprobs_
+ , echo = echo_
+ , stop = stop_
+ , presence_penalty = presence_penalty_
+ , frequency_penalty = frequency_penalty_
+ , best_of = best_of_
+ , logit_bias = logit_bias_
+ )
+
+ request_base = httr::POST(url = url.completions
+ , body = parameter_list
+ , httr::add_headers(Authorization = paste("Bearer", api_key))
+ , encode = "json")
+
+
+ if(output_type_ == 'string_only'){
+ output = httr::content(request_base)$choices[[1]]$text
+ } else {
+ output = httr::content(request_base)
+ }
+
+ return(output)
+
+}
diff --git a/R/test_request.R b/R/test_request.R
new file mode 100644
index 0000000..15269a7
--- /dev/null
+++ b/R/test_request.R
@@ -0,0 +1,24 @@
+#' Make a test request to the GPT-3 API
+#'
+#' @description
+#' `gpt3.test_request()` sends a basic [completion request](https://beta.openai.com/docs/api-reference/completions) to the Open AI GPT-3 API.
+#' @param verbose (boolean) if TRUE prints the actual prompt and GPT-3 completion of the test request (default: FALSE).
+#' @return A message of success or failure of the connection.
+#' @examples
+#' gpt3.test_request()
+#' @export
+gpt3.test_request = function(verbose=F){
+
+ check_apikey_form()
+
+ test_prompt = 'Write a story about R Studio:'
+ test_outout = gpt3.make_request(prompt_ = test_prompt
+ , max_tokens = 100)
+ print(paste0('.. test successful ..'))
+
+ if(verbose==T){
+ print(paste0('Requested completion for this prompt --> ', test_prompt))
+ print(paste0('GPT-3 completed --> ', test_outout))
+ }
+
+}
diff --git a/man/gpt3.authenticate.Rd b/man/gpt3.authenticate.Rd
new file mode 100644
index 0000000..b8c519d
--- /dev/null
+++ b/man/gpt3.authenticate.Rd
@@ -0,0 +1,23 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/authenticate.R
+\name{gpt3.authenticate}
+\alias{gpt3.authenticate}
+\title{Set up the authentication with your API key}
+\usage{
+gpt3.authenticate(apikey)
+}
+\arguments{
+\item{apikey}{A character vector that is your personal API key}
+}
+\value{
+A confirmation message
+}
+\description{
+Access to GPT-3's functions requires an API key that you obtain from \url{https://openai.com/api/}. \code{gpt3.authenticate()} accepts your API key and ensures that you can connect to the models. \code{gpt3.endsession()} overwrites your API key \emph{for this session} (it is recommended that you run this when you are done). \code{check_apikey_form()} is a simple check if any information has been provided at all.
+}
+\examples{
+# Starting a session:
+gpt3.authenticate(apikey = 'REPLACE_THIS_WITH_YOUR_KEY')
+# After you are finished:
+gpt3.endsession()
+}
diff --git a/man/gpt3.test_request.Rd b/man/gpt3.test_request.Rd
new file mode 100644
index 0000000..e4786d4
--- /dev/null
+++ b/man/gpt3.test_request.Rd
@@ -0,0 +1,20 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/test_request.R
+\name{gpt3.test_request}
+\alias{gpt3.test_request}
+\title{Make a test request to the GPT-3 API}
+\usage{
+gpt3.test_request(verbose = F)
+}
+\arguments{
+\item{verbose}{(boolean) if TRUE prints the actual prompt and GPT-3 completion of the test request (default: FALSE).}
+}
+\value{
+A message of success or failure of the connection.
+}
+\description{
+\code{gpt3.test_request()} sends a basic \href{https://beta.openai.com/docs/api-reference/completions}{completion request} to the Open AI GPT-3 API.
+}
+\examples{
+gpt3.test_request()
+}
diff --git a/man/url.completions.Rd b/man/url.completions.Rd
new file mode 100644
index 0000000..59535b2
--- /dev/null
+++ b/man/url.completions.Rd
@@ -0,0 +1,16 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/base_urls.R
+\docType{data}
+\name{url.completions}
+\alias{url.completions}
+\title{Contains the package's base URLs}
+\format{
+An object of class \code{character} of length 1.
+}
+\usage{
+url.completions
+}
+\description{
+These are the base URLs for the \code{rgpt3} package. Do not change these!
+}
+\keyword{datasets}
diff --git a/rgpt3.Rproj b/rgpt3.Rproj
new file mode 100644
index 0000000..69fafd4
--- /dev/null
+++ b/rgpt3.Rproj
@@ -0,0 +1,22 @@
+Version: 1.0
+
+RestoreWorkspace: No
+SaveWorkspace: No
+AlwaysSaveHistory: Default
+
+EnableCodeIndexing: Yes
+UseSpacesForTab: Yes
+NumSpacesForTab: 2
+Encoding: UTF-8
+
+RnwWeave: Sweave
+LaTeX: pdfLaTeX
+
+AutoAppendNewline: Yes
+StripTrailingWhitespace: Yes
+LineEndingConversion: Posix
+
+BuildType: Package
+PackageUseDevtools: Yes
+PackageInstallArgs: --no-multiarch --with-keep.source
+PackageRoxygenize: rd,collate,namespace