From b8b5edc9d0fb5fff14e37b161db6e26bf4245a6d Mon Sep 17 00:00:00 2001 From: Ifeanyi Idiaye <72707830+Ifeanyi55@users.noreply.github.com> Date: Thu, 12 Sep 2024 18:22:10 +0100 Subject: [PATCH 1/8] Added gradio-in-r --- .../third-party-clients/gradio-in-r | 45 +++++++++++++++++++ 1 file changed, 45 insertions(+) create mode 100644 js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r diff --git a/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r b/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r new file mode 100644 index 0000000000000..a3c653c789bec --- /dev/null +++ b/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r @@ -0,0 +1,45 @@ + + +# Introduction +The goal of `gradio-in-r` is to demonstrate how to port the gradio Python module into R and build fully-functional gradio applications. +This is the project idea of [@IfeanyiIdiaye](https://github.com/Ifeanyi55). You can learn more at this [repo](https://github.com/Ifeanyi55/Gradio-in-R) + +# Install Reticulate +To be able to use gradio in R, it is necessary to have the [reticulate](https://rstudio.github.io/reticulate/) R package installed first. + +This package interfaces between R and Python and, therefore, makes it possible to install and import Python modules in R. + +Install reticulate by running the following line of code in your R console: `install.packages("reticulate")`. + +# Install & Import Gradio +To install and import gradio, run the lines of code: + +``` +library(reticulate) # load reticulate + +py_install("gradio", pip = TRUE) # install gradio with pip + +gr <- import("gradio") # import gradio as gr +``` + +# Building a Gradio Application +With gradio installed and imported, we now have access to gradio's app building methods. + +Let's build a simple app for an R function that returns a greeting + +``` +greeting <- \(name) paste("Hello", name) + +app <- gr$Interface( + fn = greeting, + inputs = gr$Text(label = "Name"), + outputs = gr$Text(label = "Greeting"), + title = "Hello! 😃 👋" +) + +app$launch(server_name = "localhost", + server_port = as.integer(3000)) +``` +You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using blocks to build a machine learning application. From fc3de365dc5a4d7c3651597b5aeb0c93560fa99d Mon Sep 17 00:00:00 2001 From: gradio-pr-bot Date: Thu, 12 Sep 2024 21:24:39 +0000 Subject: [PATCH 2/8] add changeset --- .changeset/red-webs-move.md | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 .changeset/red-webs-move.md diff --git a/.changeset/red-webs-move.md b/.changeset/red-webs-move.md new file mode 100644 index 0000000000000..3b514cc0580bf --- /dev/null +++ b/.changeset/red-webs-move.md @@ -0,0 +1,5 @@ +--- +"website": minor +--- + +feat:Added gradio-in-r From bbdfb86e5daf0b82e51f2e1ca1ee837cad10b58c Mon Sep 17 00:00:00 2001 From: Abubakar Abid Date: Thu, 12 Sep 2024 14:39:24 -0700 Subject: [PATCH 3/8] section --- .../43/Audio/0d8128ff1d7d2f68729d/audio.wav | Bin 0 -> 132344 bytes .../43/Audio/2913019046e2d1dfe2c2/audio.wav | Bin 0 -> 132344 bytes .../43/Audio/7d150d811c7f45b2857e/audio.wav | Bin 0 -> 132344 bytes .../43/File/0c8b80a5217d9c172d98/titanic.csv | 892 ++++++++++++++++++ .../43/File/a31a445bfaa261701d40/titanic.csv | 892 ++++++++++++++++++ .../43/File/aecb230e9dd38589d2c0/titanic.csv | 892 ++++++++++++++++++ .../43/Image/20a0ce18c9189450e9a0/image.webp | Bin 0 -> 13116 bytes .../43/Image/882ae34a1ee02a88b9dc/image.webp | Bin 0 -> 13116 bytes .../43/Image/e1af8d5d18299cde4b21/image.webp | Bin 0 -> 13116 bytes .../43/Video/3d309da9fd81f2e117a7/world.mp4 | Bin 0 -> 1570024 bytes .../43/Video/3e0f1cca83161b9f5b62/world.mp4 | Bin 0 -> 1570024 bytes .../43/Video/75d398cff6990036fa7f/world.mp4 | Bin 0 -> 1570024 bytes .gradio/cached_examples/43/log.csv | 4 + ...g-gradio-in-other-programming-languages.md | 178 ++++ .../third-party-clients/gradio-in-r | 45 - 15 files changed, 2858 insertions(+), 45 deletions(-) create mode 100644 .gradio/cached_examples/43/Audio/0d8128ff1d7d2f68729d/audio.wav create mode 100644 .gradio/cached_examples/43/Audio/2913019046e2d1dfe2c2/audio.wav create mode 100644 .gradio/cached_examples/43/Audio/7d150d811c7f45b2857e/audio.wav create mode 100644 .gradio/cached_examples/43/File/0c8b80a5217d9c172d98/titanic.csv create mode 100644 .gradio/cached_examples/43/File/a31a445bfaa261701d40/titanic.csv create mode 100644 .gradio/cached_examples/43/File/aecb230e9dd38589d2c0/titanic.csv create mode 100644 .gradio/cached_examples/43/Image/20a0ce18c9189450e9a0/image.webp create mode 100644 .gradio/cached_examples/43/Image/882ae34a1ee02a88b9dc/image.webp create mode 100644 .gradio/cached_examples/43/Image/e1af8d5d18299cde4b21/image.webp create mode 100644 .gradio/cached_examples/43/Video/3d309da9fd81f2e117a7/world.mp4 create mode 100644 .gradio/cached_examples/43/Video/3e0f1cca83161b9f5b62/world.mp4 create mode 100644 .gradio/cached_examples/43/Video/75d398cff6990036fa7f/world.mp4 create mode 100644 .gradio/cached_examples/43/log.csv create mode 100644 guides/09_other-tutorials/using-gradio-in-other-programming-languages.md delete mode 100644 js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r diff --git a/.gradio/cached_examples/43/Audio/0d8128ff1d7d2f68729d/audio.wav b/.gradio/cached_examples/43/Audio/0d8128ff1d7d2f68729d/audio.wav new file mode 100644 index 0000000000000000000000000000000000000000..c0404cb4eed10b3dab7ef85cccd6c3ea7fbeafb6 GIT binary patch literal 132344 zcmW)o1(a0R(uI#*=^n$~CAb9$PO#t_2<{HSU4pwq&=B0+-JRg>8k`_w-F@ZQU+-VD z-g@sXWQKdssoJ&oSN&_9nl%#`K`p8_|D}81AvsbYgfM*NYK~Bi9S9MW0(I>)q|o%cq#Xa`C^g0uUCjTy;r8yYt=)Q zPCu8w>Ll3-FII)gWi$>&qYrvG38Fz{6i!V_<1Y9Q@)BP{kI>I}5q?9?;_av(Dnp9l zMp&WTdIDOf52~;FysU|C$Pc=a{#}<;*VIXURixAtbs0TM%|g#~7lp7Ef1tZ+Dtf2i z>bGcvDnd%CFWS)uQ5n4yx73sL6djE|>NWZm(kg_;$gR4aPEh%DLA6L0#(&7G`nLRA zZB^UQ8|msN=(%R(nf{9E;;BTSOJp+HMjEhZcrlqz2GZqt6a7SeR?D?D)?bQwSBwA8G)<3BRD6L+vs^WLL1J15@>E8MUexm2& zD1B2OCnkPLdZR6<3%Md+;~waSw$XGwL+92h(K!@Q20kIisD>)7t|!*34}6%cCeFys zVxdxehqxun$g66Y93xApo+`82rUR;rdM75U_VSXvr0$7iIbSHTO|=sj#Z38{UzV}_ zx?Cc6h<{`=K13Z8pZIXqLiEzDcx|cu&7vlsCq9WQ-c4EC?<-DtZ~1jMt53YvZgHPR zX1gVws!r9&dFM^Iu9M4gotjQt@89qQzScYA-SqPNcX)lCN)G33RTlY4?2(;hS6N%d zizqox)RP_$i8Z{O7%3{t1N@=5FKWpjRZun2MMXb#SzeXn)o4{(%~bVuoD859Dua5e zTi~mDFFruF<0IrgX@aX8L-2B=5S?P|r0

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Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S +17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S +20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S +22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S +23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S +25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss. 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""/gradio_api/file=/private/var/folders/kf/ll6fqkys7_s05x4tvb546mdc0000gn/T/gradio/109e7449bb1ddd4391536d17afa759521cff5c892792d3a49b00a465369271fd/titanic.csv"", ""size"": 61194, ""orig_name"": ""titanic.csv"", ""mime_type"": null, ""is_stream"": false, ""meta"": {""_type"": ""gradio.FileData""}}","{""headers"": [""Name"", ""Age"", ""Gender"", ""4""], ""data"": [[1, 2, 3, 4], [4, 5, 6, 7], [8, 9, 1, 2], [3, 4, 5, 6]], ""metadata"": null}","{""headers"": [""1"", ""2"", ""3"", ""4""], ""data"": [[5, 4, 2, 9], [2, 7, 4, 1], [7, 1, 0, 1], [3, 8, 6, 8]], ""metadata"": null}",2024-09-09 10:35:06.639802 diff --git a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md new file mode 100644 index 0000000000000..4e5be508ef0e9 --- /dev/null +++ b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md @@ -0,0 +1,178 @@ +# Using Gradio in Other Programming Languages + +The core `gradio` library is a Python library. But you can also use `gradio` to create UIs around programs written in other languages, thanks to Python's ability to interface with external processes. Using Python's `subprocess` module, you can call programs written in C++, Rust, or virtually any other language, allowing `gradio` to become a flexible UI layer for non-Python applications. + +In this post, we'll walk through how to integrate `gradio` with C++ and Rust, using Python's `subprocess` module to invoke code written in these languages. This setup enables you to benefit from `gradio`'s simplicity while leveraging the performance or system capabilities of other languages. + +We'll end with how to use Gradio with R, which is even easier, thanks to the [reticulate](https://rstudio.github.io/reticulate/) R package, which makes it possible to install and import Python modules in R. + +## Using Gradio with C++ + +Let’s start with a simple example of integrating a C++ program into a Gradio app. Suppose we have the following C++ program that adds two numbers: + +```cpp +// add.cpp +#include + +int main() { + double a, b; + std::cin >> a >> b; + std::cout << a + b << std::endl; + return 0; +} +``` + +This program reads two numbers from standard input, adds them, and outputs the result. + +We can build a Gradio interface around this C++ program using Python's `subprocess` module. Here’s the corresponding Python code: + +```python +import gradio as gr +import subprocess + +def add_numbers(a, b): + process = subprocess.Popen( + ['./add'], + stdin=subprocess.PIPE, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE + ) + output, error = process.communicate(input=f"{a} {b}\n".encode()) + + if error: + return f"Error: {error.decode()}" + return float(output.decode().strip()) + +demo = gr.Interface( + fn=add_numbers, + inputs=[gr.Number(label="Number 1"), gr.Number(label="Number 2")], + outputs=gr.Textbox(label="Result") +) + +demo.launch() +``` + +Here, `subprocess.Popen` is used to execute the compiled C++ program (`add`), pass the input values, and capture the output. You can compile the C++ program by running: + +```bash +g++ -o add add.cpp +``` + +This example shows how easy it is to call C++ from Python using `subprocess` and build a Gradio interface around it. + +## Using Gradio with Rust + +Now, let’s move to another example: calling a Rust program to apply a sepia filter to an image. The Rust code could look something like this: + +```rust +// sepia.rs +extern crate image; + +use image::{GenericImageView, ImageBuffer, Rgba}; + +fn sepia_filter(input: &str, output: &str) { + let img = image::open(input).unwrap(); + let (width, height) = img.dimensions(); + let mut img_buf = ImageBuffer::new(width, height); + + for (x, y, pixel) in img.pixels() { + let (r, g, b, a) = (pixel[0] as f32, pixel[1] as f32, pixel[2] as f32, pixel[3]); + let tr = (0.393 * r + 0.769 * g + 0.189 * b).min(255.0); + let tg = (0.349 * r + 0.686 * g + 0.168 * b).min(255.0); + let tb = (0.272 * r + 0.534 * g + 0.131 * b).min(255.0); + img_buf.put_pixel(x, y, Rgba([tr as u8, tg as u8, tb as u8, a])); + } + + img_buf.save(output).unwrap(); +} + +fn main() { + let args: Vec = std::env::args().collect(); + if args.len() != 3 { + eprintln!("Usage: sepia "); + return; + } + sepia_filter(&args[1], &args[2]); +} +``` + +This Rust program applies a sepia filter to an image. It takes two command-line arguments: the input image path and the output image path. You can compile this program using: + +```bash +cargo build --release +``` + +Now, we can call this Rust program from Python and use Gradio to build the interface: + +```python +import gradio as gr +import subprocess + +def apply_sepia(input_path): + output_path = "output.png" + + process = subprocess.Popen( + ['./target/release/sepia', input_path, output_path], + stdout=subprocess.PIPE, + stderr=subprocess.PIPE + ) + process.wait() + + return output_path + +demo = gr.Interface( + fn=apply_sepia, + inputs=gr.Image(type="filepath", label="Input Image"), + outputs=gr.Image(label="Sepia Image") +) + +demo.launch() +``` + +Here, when a user uploads an image, the Python code saves it to `input.png`, calls the Rust binary (`sepia`) to process the image, and returns the sepia-filtered output to Gradio. + +This setup showcases how you can integrate performance-critical or specialized code written in Rust into a Gradio interface. + +## Using Gradio with R (via `reticulate`) + +Integrating Gradio with R is particularly straightforward thanks to the `reticulate` package, which allows you to run Python code directly in R. Let’s walk through an example of using Gradio in R. + +**Installation** + +First, you need to install the `reticulate` package in R: + +```r +install.packages("reticulate") +``` + + +Once installed, you can use the package to run Gradio directly from within an R script. + + +```r +library(reticulate) +py_install("gradio", pip = TRUE) + +gr <- import("gradio") # import gradio as gr +``` + +**Building a Gradio Application** + +With gradio installed and imported, we now have access to gradio's app building methods. Let's build a simple app for an R function that returns a greeting + +```r +greeting <- \(name) paste("Hello", name) + +app <- gr$Interface( + fn = greeting, + inputs = gr$Text(label = "Name"), + outputs = gr$Text(label = "Greeting"), + title = "Hello! 😃 👋" +) + +app$launch(server_name = "localhost", + server_port = as.integer(3000)) +``` +You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using blocks to build a machine learning application. + +You can learn more at this [repo](https://github.com/Ifeanyi55/Gradio-in-R) diff --git a/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r b/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r deleted file mode 100644 index a3c653c789bec..0000000000000 --- a/js/_website/src/lib/templates/third-party-clients/third-party-clients/gradio-in-r +++ /dev/null @@ -1,45 +0,0 @@ - - -# Introduction -The goal of `gradio-in-r` is to demonstrate how to port the gradio Python module into R and build fully-functional gradio applications. -This is the project idea of [@IfeanyiIdiaye](https://github.com/Ifeanyi55). You can learn more at this [repo](https://github.com/Ifeanyi55/Gradio-in-R) - -# Install Reticulate -To be able to use gradio in R, it is necessary to have the [reticulate](https://rstudio.github.io/reticulate/) R package installed first. - -This package interfaces between R and Python and, therefore, makes it possible to install and import Python modules in R. - -Install reticulate by running the following line of code in your R console: `install.packages("reticulate")`. - -# Install & Import Gradio -To install and import gradio, run the lines of code: - -``` -library(reticulate) # load reticulate - -py_install("gradio", pip = TRUE) # install gradio with pip - -gr <- import("gradio") # import gradio as gr -``` - -# Building a Gradio Application -With gradio installed and imported, we now have access to gradio's app building methods. - -Let's build a simple app for an R function that returns a greeting - -``` -greeting <- \(name) paste("Hello", name) - -app <- gr$Interface( - fn = greeting, - inputs = gr$Text(label = "Name"), - outputs = gr$Text(label = "Greeting"), - title = "Hello! 😃 👋" -) - -app$launch(server_name = "localhost", - server_port = as.integer(3000)) -``` -You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using blocks to build a machine learning application. 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""/gradio_api/file=/private/var/folders/kf/ll6fqkys7_s05x4tvb546mdc0000gn/T/gradio/109e7449bb1ddd4391536d17afa759521cff5c892792d3a49b00a465369271fd/titanic.csv"", ""size"": 61194, ""orig_name"": ""titanic.csv"", ""mime_type"": null, ""is_stream"": false, ""meta"": {""_type"": ""gradio.FileData""}}","{""headers"": [""Name"", ""Age"", ""Gender"", ""4""], ""data"": [[1, 2, 3, 4], [4, 5, 6, 7], [8, 9, 1, 2], [3, 4, 5, 6]], ""metadata"": null}","{""headers"": [""1"", ""2"", ""3"", ""4""], ""data"": [[5, 4, 2, 9], [2, 7, 4, 1], [7, 1, 0, 1], [3, 8, 6, 8]], ""metadata"": null}",2024-09-09 10:35:06.639802 From 74e3e0fd5b323a421d8608206eacba4650434626 Mon Sep 17 00:00:00 2001 From: Abubakar Abid Date: Thu, 12 Sep 2024 14:40:49 -0700 Subject: [PATCH 5/8] tweaks --- .../using-gradio-in-other-programming-languages.md | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md index 4e5be508ef0e9..8bad8ea302654 100644 --- a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md +++ b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md @@ -2,9 +2,7 @@ The core `gradio` library is a Python library. But you can also use `gradio` to create UIs around programs written in other languages, thanks to Python's ability to interface with external processes. Using Python's `subprocess` module, you can call programs written in C++, Rust, or virtually any other language, allowing `gradio` to become a flexible UI layer for non-Python applications. -In this post, we'll walk through how to integrate `gradio` with C++ and Rust, using Python's `subprocess` module to invoke code written in these languages. This setup enables you to benefit from `gradio`'s simplicity while leveraging the performance or system capabilities of other languages. - -We'll end with how to use Gradio with R, which is even easier, thanks to the [reticulate](https://rstudio.github.io/reticulate/) R package, which makes it possible to install and import Python modules in R. +In this post, we'll walk through how to integrate `gradio` with C++ and Rust, using Python's `subprocess` module to invoke code written in these languages. We'll also discuss how to use Gradio with R, which is even easier, thanks to the [reticulate](https://rstudio.github.io/reticulate/) R package, which makes it possible to install and import Python modules in R. ## Using Gradio with C++ @@ -173,6 +171,5 @@ app <- gr$Interface( app$launch(server_name = "localhost", server_port = as.integer(3000)) ``` -You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using blocks to build a machine learning application. -You can learn more at this [repo](https://github.com/Ifeanyi55/Gradio-in-R) +Credit to [@IfeanyiIdiaye](https://github.com/Ifeanyi55) for contributing this section. You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using a full example of using Gradio Blocks to build a machine learning application in R. From 97a6d72a6a28253973d86debac96e5b29f505a45 Mon Sep 17 00:00:00 2001 From: gradio-pr-bot Date: Thu, 12 Sep 2024 21:41:38 +0000 Subject: [PATCH 6/8] delete changeset --- .changeset/red-webs-move.md | 5 ----- 1 file changed, 5 deletions(-) delete mode 100644 .changeset/red-webs-move.md diff --git a/.changeset/red-webs-move.md b/.changeset/red-webs-move.md deleted file mode 100644 index 3b514cc0580bf..0000000000000 --- a/.changeset/red-webs-move.md +++ /dev/null @@ -1,5 +0,0 @@ ---- -"website": minor ---- - -feat:Added gradio-in-r From b8f8cbd9174c057b819ab316459117cd1055326d Mon Sep 17 00:00:00 2001 From: Abubakar Abid Date: Thu, 12 Sep 2024 14:42:15 -0700 Subject: [PATCH 7/8] R --- .../using-gradio-in-other-programming-languages.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md index 8bad8ea302654..5d58d1aae0560 100644 --- a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md +++ b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md @@ -127,7 +127,7 @@ demo = gr.Interface( demo.launch() ``` -Here, when a user uploads an image, the Python code saves it to `input.png`, calls the Rust binary (`sepia`) to process the image, and returns the sepia-filtered output to Gradio. +Here, when a user uploads an image and clicks submit, Gradio calls the Rust binary (`sepia`) to process the image, and returns the sepia-filtered output to Gradio. This setup showcases how you can integrate performance-critical or specialized code written in Rust into a Gradio interface. From 9f283ff8239259c2bcc83dc48914afef5debda9e Mon Sep 17 00:00:00 2001 From: Ifeanyi Idiaye <72707830+Ifeanyi55@users.noreply.github.com> Date: Fri, 13 Sep 2024 08:02:04 +0100 Subject: [PATCH 8/8] Updated using-gradio-in-other-programming-languages.md --- .../using-gradio-in-other-programming-languages.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md index 5d58d1aae0560..6be3ab36ea35a 100644 --- a/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md +++ b/guides/09_other-tutorials/using-gradio-in-other-programming-languages.md @@ -149,6 +149,7 @@ Once installed, you can use the package to run Gradio directly from within an R ```r library(reticulate) + py_install("gradio", pip = TRUE) gr <- import("gradio") # import gradio as gr @@ -172,4 +173,4 @@ app$launch(server_name = "localhost", server_port = as.integer(3000)) ``` -Credit to [@IfeanyiIdiaye](https://github.com/Ifeanyi55) for contributing this section. You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using a full example of using Gradio Blocks to build a machine learning application in R. +Credit to [@IfeanyiIdiaye](https://github.com/Ifeanyi55) for contributing this section. You can see more examples [here](https://github.com/Ifeanyi55/Gradio-in-R/tree/main/Code), including using Gradio Blocks to build a machine learning application in R.

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