{"id":4064,"date":"2023-11-04T23:14:02","date_gmt":"2023-11-04T23:14:02","guid":{"rendered":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/"},"modified":"2023-11-05T05:48:02","modified_gmt":"2023-11-05T05:48:02","slug":"how-to-build-a-music-generator-with-openai-jukebox","status":"publish","type":"post","link":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/","title":{"rendered":"How to Build a Music Generator with OpenAI Jukebox"},"content":{"rendered":"<p>OpenAI Jukebox is a powerful tool that allows you to generate music in a variety of genres and styles. In this tutorial, we will walk through the steps to build a music generator using OpenAI Jukebox. By the end of this tutorial, you will be able to generate your own unique music compositions.<\/p>\n<h2>Prerequisites<\/h2>\n<p>To follow along with this tutorial, you will need the following:<\/p>\n<ul>\n<li>Basic knowledge of Python programming language<\/li>\n<li>Installed Python 3.7 or later<\/li>\n<li>Basic understanding of neural networks and deep learning concepts<\/li>\n<\/ul>\n<h2>Setup<\/h2>\n<p>Let&#8217;s first set up the necessary environment to work with OpenAI Jukebox.<\/p>\n<ol>\n<li>Create a new directory on your local machine for this project:<\/li>\n<\/ol>\n<pre><code class=\"language-bash\">mkdir music-generator\ncd music-generator\n<\/code><\/pre>\n<ol>\n<li>Create a new virtual environment:<\/li>\n<\/ol>\n<pre><code class=\"language-bash\">python3 -m venv venv\n<\/code><\/pre>\n<ol>\n<li>Activate the virtual environment:<\/li>\n<\/ol>\n<pre><code class=\"language-bash\">source venv\/bin\/activate\n<\/code><\/pre>\n<ol>\n<li>Install the required dependencies:<\/li>\n<\/ol>\n<pre><code class=\"language-bash\">pip install jukebox\n<\/code><\/pre>\n<p>With the initial setup complete, we can now move on to building our music generator.<\/p>\n<h2>Generating Music with OpenAI Jukebox<\/h2>\n<p>OpenAI Jukebox uses Deep Learning models to generate music. It has been trained on a large dataset of music from a variety of styles and genres. To generate our own music with OpenAI Jukebox, we will follow these steps:<\/p>\n<ol>\n<li>Load the Model: We&#8217;ll start by loading the pre-trained Jukebox model.<\/p>\n<\/li>\n<li>\n<p>Set Music Parameters: We&#8217;ll define the parameters of the desired music composition, such as genre, length, and number of samples.<\/p>\n<\/li>\n<li>\n<p>Generate Music: We&#8217;ll use the loaded model and the defined parameters to generate the music.<\/p>\n<\/li>\n<li>\n<p>Save the Music: Finally, we&#8217;ll save the generated music to a file.<\/p>\n<\/li>\n<\/ol>\n<p>Now, let&#8217;s walk through each of these steps in detail.<\/p>\n<h3>Step 1: Load the Model<\/h3>\n<p>To load the Jukebox model, we&#8217;ll use the <code>jukebox<\/code> package&#8217;s <code>load<\/code> function. This function takes the name of the model as an argument. The model names supported by OpenAI Jukebox are <code>1b_lyrics<\/code>, <code>1b_lyrics_conditional<\/code>, <code>2b<\/code>, and <code>5b<\/code>.<\/p>\n<p>For this tutorial, we&#8217;ll use the <code>1b_lyrics<\/code> model. Add the following code to a new file called <code>music_generator.py<\/code>:<\/p>\n<pre><code class=\"language-python\">import jukebox\n\n# Load the Jukebox Model\nmodel = jukebox.load(\"1b_lyrics\")\n<\/code><\/pre>\n<h3>Step 2: Set Music Parameters<\/h3>\n<p>Next, let&#8217;s define the parameters for our music composition. We&#8217;ll specify the genre, length, and number of samples.<\/p>\n<p>The available genres include: <code>rock<\/code>, <code>pop<\/code>, <code>jazz<\/code>, <code>classical<\/code>, <code>rap<\/code>, and more. You can find the complete list of genres in the <a href=\"https:\/\/github.com\/openai\/jukebox#available-genres\">documentation<\/a>.<\/p>\n<p>Here&#8217;s an example of setting the music parameters in <code>music_generator.py<\/code>:<\/p>\n<pre><code class=\"language-python\"># Define the Parameters\ngenre = \"pop\"\nlength = 60  # Length of the composition in seconds\nnum_samples = 5  # Number of different compositions to generate\n\n# Generate Music with Jukebox\nmusic = model.generate_audio(\n    prompt=None,\n    genre=genre,\n    length=length,\n    num_samples=num_samples,\n    mode=\"sampling\"\n)\n<\/code><\/pre>\n<h3>Step 3: Generate Music<\/h3>\n<p>Now, we can use the loaded model and the defined parameters to generate our music. We&#8217;ll use the <code>generate_audio<\/code> function provided by the Jukebox model, which takes the prompt, genre, length, number of samples, and the mode as input.<\/p>\n<p>The available modes for generation are &#8220;priming&#8221; and &#8220;sampling&#8221;. In &#8220;priming&#8221; mode, we provide an initial prompt, and the model will continue the composition from there. In &#8220;sampling&#8221; mode, the model generates entirely new compositions.<\/p>\n<p>Here&#8217;s how you can generate the music in <code>music_generator.py<\/code>:<\/p>\n<pre><code class=\"language-python\"># Generate Music with Jukebox\nmusic = model.generate_audio(\n    prompt=None,\n    genre=genre,\n    length=length,\n    num_samples=num_samples,\n    mode=\"sampling\"\n)\n<\/code><\/pre>\n<h3>Step 4: Save the Music<\/h3>\n<p>Finally, let&#8217;s save the generated music to a file. We&#8217;ll use the <code>save<\/code> function from the <code>torchaudio<\/code> library to save the audio waveform as a WAV file.<\/p>\n<p>Add the following code to <code>music_generator.py<\/code> to save the music to a file:<\/p>\n<pre><code class=\"language-python\">import torchaudio\n\n# Save the Music\nfor i, composition in enumerate(music):\n    filename = f\"composition_{i}.wav\"\n    torchaudio.save(filename, composition.float(), sample_rate=44100)\n    print(f\"Composition saved as {filename}\")\n<\/code><\/pre>\n<p>Congratulations! You have just created a music generator using OpenAI Jukebox. The generated compositions can be found as WAV files in your project directory.<\/p>\n<h2>Running the Music Generator<\/h2>\n<p>To run the music generator, execute the following command:<\/p>\n<pre><code class=\"language-bash\">python music_generator.py\n<\/code><\/pre>\n<p>This will load the Jukebox model, generate music compositions based on the specified parameters, and save them to WAV files. You can modify the parameters in the code to customize the genre, length, and number of compositions generated.<\/p>\n<p>Feel free to experiment with different genres, lengths, or number of samples to generate your own unique music compositions!<\/p>\n<h2>Conclusion<\/h2>\n<p>In this tutorial, we have learned how to build a music generator using OpenAI Jukebox. We walked through the steps of loading the model, defining the music parameters, generating the music, and saving it to files. Using OpenAI Jukebox, you can unleash your creativity and generate music in various genres and styles. Happy composing!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI Jukebox is a powerful tool that allows you to generate music in a variety of genres and styles. In this tutorial, we will walk through the steps to build a music generator using OpenAI Jukebox. By the end of this tutorial, you will be able to generate your own <a href=\"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\" class=\"btn btn-link continue-link\">Continue Reading<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[1126,1128,230,392,41,1127,1125,835,330,551,36],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Build a Music Generator with OpenAI Jukebox - Pantherax Blogs<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Build a Music Generator with OpenAI Jukebox\" \/>\n<meta property=\"og:description\" content=\"OpenAI Jukebox is a powerful tool that allows you to generate music in a variety of genres and styles. In this tutorial, we will walk through the steps to build a music generator using OpenAI Jukebox. By the end of this tutorial, you will be able to generate your own Continue Reading\" \/>\n<meta property=\"og:url\" content=\"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\" \/>\n<meta property=\"og:site_name\" content=\"Pantherax Blogs\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-04T23:14:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-05T05:48:02+00:00\" \/>\n<meta name=\"author\" content=\"Panther\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Panther\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\/\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"Article\",\n\t            \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Panther\",\n\t                \"@id\": \"http:\/\/localhost:10003\/#\/schema\/person\/b63d816f4964b163e53cbbcffaa0f3d7\"\n\t            },\n\t            \"headline\": \"How to Build a Music Generator with OpenAI Jukebox\",\n\t            \"datePublished\": \"2023-11-04T23:14:02+00:00\",\n\t            \"dateModified\": \"2023-11-05T05:48:02+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\"\n\t            },\n\t            \"wordCount\": 645,\n\t            \"publisher\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/#organization\"\n\t            },\n\t            \"keywords\": [\n\t                \"\\\"AI music generation\\\"\",\n\t                \"\\\"creative technology\\\"]\",\n\t                \"\\\"deep learning\\\"]\",\n\t                \"\\\"How to Build\\\"\",\n\t                \"\\\"Machine Learning\\\"\",\n\t                \"\\\"music composition\\\"\",\n\t                \"\\\"music generator\\\"\",\n\t                \"\\\"neural network\\\"\",\n\t                \"\\\"OpenAI Jukebox\\\"\",\n\t                \"\\\"step by step guide\\\"\",\n\t                \"\\\"tutorial\\\"]\"\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\",\n\t            \"url\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\",\n\t            \"name\": \"How to Build a Music Generator with OpenAI Jukebox - Pantherax Blogs\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/#website\"\n\t            },\n\t            \"datePublished\": \"2023-11-04T23:14:02+00:00\",\n\t            \"dateModified\": \"2023-11-05T05:48:02+00:00\",\n\t            \"breadcrumb\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#breadcrumb\"\n\t            },\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"BreadcrumbList\",\n\t            \"@id\": \"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#breadcrumb\",\n\t            \"itemListElement\": [\n\t                {\n\t                    \"@type\": \"ListItem\",\n\t                    \"position\": 1,\n\t                    \"name\": \"Home\",\n\t                    \"item\": \"http:\/\/localhost:10003\/\"\n\t                },\n\t                {\n\t                    \"@type\": \"ListItem\",\n\t                    \"position\": 2,\n\t                    \"name\": \"How to Build a Music Generator with OpenAI Jukebox\"\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebSite\",\n\t            \"@id\": \"http:\/\/localhost:10003\/#website\",\n\t            \"url\": \"http:\/\/localhost:10003\/\",\n\t            \"name\": \"Pantherax Blogs\",\n\t            \"description\": \"\",\n\t            \"publisher\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/#organization\"\n\t            },\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"SearchAction\",\n\t                    \"target\": {\n\t                        \"@type\": \"EntryPoint\",\n\t                        \"urlTemplate\": \"http:\/\/localhost:10003\/?s={search_term_string}\"\n\t                    },\n\t                    \"query-input\": \"required name=search_term_string\"\n\t                }\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"Organization\",\n\t            \"@id\": \"http:\/\/localhost:10003\/#organization\",\n\t            \"name\": \"Pantherax Blogs\",\n\t            \"url\": \"http:\/\/localhost:10003\/\",\n\t            \"logo\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"http:\/\/localhost:10003\/#\/schema\/logo\/image\/\",\n\t                \"url\": \"http:\/\/localhost:10003\/wp-content\/uploads\/2023\/11\/cropped-9e7721cb-2d62-4f72-ab7f-7d1d8db89226.jpeg\",\n\t                \"contentUrl\": \"http:\/\/localhost:10003\/wp-content\/uploads\/2023\/11\/cropped-9e7721cb-2d62-4f72-ab7f-7d1d8db89226.jpeg\",\n\t                \"width\": 1024,\n\t                \"height\": 1024,\n\t                \"caption\": \"Pantherax Blogs\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"http:\/\/localhost:10003\/#\/schema\/logo\/image\/\"\n\t            }\n\t        },\n\t        {\n\t            \"@type\": \"Person\",\n\t            \"@id\": \"http:\/\/localhost:10003\/#\/schema\/person\/b63d816f4964b163e53cbbcffaa0f3d7\",\n\t            \"name\": \"Panther\",\n\t            \"image\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"http:\/\/localhost:10003\/#\/schema\/person\/image\/\",\n\t                \"url\": \"http:\/\/2.gravatar.com\/avatar\/b8c0eda5a49f8f31ec32d0a0f9d6f838?s=96&d=mm&r=g\",\n\t                \"contentUrl\": \"http:\/\/2.gravatar.com\/avatar\/b8c0eda5a49f8f31ec32d0a0f9d6f838?s=96&d=mm&r=g\",\n\t                \"caption\": \"Panther\"\n\t            },\n\t            \"sameAs\": [\n\t                \"http:\/\/localhost:10003\"\n\t            ],\n\t            \"url\": \"http:\/\/localhost:10003\/author\/pepethefrog\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"How to Build a Music Generator with OpenAI Jukebox - Pantherax Blogs","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/","og_locale":"en_US","og_type":"article","og_title":"How to Build a Music Generator with OpenAI Jukebox","og_description":"OpenAI Jukebox is a powerful tool that allows you to generate music in a variety of genres and styles. In this tutorial, we will walk through the steps to build a music generator using OpenAI Jukebox. By the end of this tutorial, you will be able to generate your own Continue Reading","og_url":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/","og_site_name":"Pantherax Blogs","article_published_time":"2023-11-04T23:14:02+00:00","article_modified_time":"2023-11-05T05:48:02+00:00","author":"Panther","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Panther","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#article","isPartOf":{"@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/"},"author":{"name":"Panther","@id":"http:\/\/localhost:10003\/#\/schema\/person\/b63d816f4964b163e53cbbcffaa0f3d7"},"headline":"How to Build a Music Generator with OpenAI Jukebox","datePublished":"2023-11-04T23:14:02+00:00","dateModified":"2023-11-05T05:48:02+00:00","mainEntityOfPage":{"@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/"},"wordCount":645,"publisher":{"@id":"http:\/\/localhost:10003\/#organization"},"keywords":["\"AI music generation\"","\"creative technology\"]","\"deep learning\"]","\"How to Build\"","\"Machine Learning\"","\"music composition\"","\"music generator\"","\"neural network\"","\"OpenAI Jukebox\"","\"step by step guide\"","\"tutorial\"]"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/","url":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/","name":"How to Build a Music Generator with OpenAI Jukebox - Pantherax Blogs","isPartOf":{"@id":"http:\/\/localhost:10003\/#website"},"datePublished":"2023-11-04T23:14:02+00:00","dateModified":"2023-11-05T05:48:02+00:00","breadcrumb":{"@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/"]}]},{"@type":"BreadcrumbList","@id":"http:\/\/localhost:10003\/how-to-build-a-music-generator-with-openai-jukebox\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"http:\/\/localhost:10003\/"},{"@type":"ListItem","position":2,"name":"How to Build a Music Generator with OpenAI Jukebox"}]},{"@type":"WebSite","@id":"http:\/\/localhost:10003\/#website","url":"http:\/\/localhost:10003\/","name":"Pantherax Blogs","description":"","publisher":{"@id":"http:\/\/localhost:10003\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http:\/\/localhost:10003\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"http:\/\/localhost:10003\/#organization","name":"Pantherax Blogs","url":"http:\/\/localhost:10003\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"http:\/\/localhost:10003\/#\/schema\/logo\/image\/","url":"http:\/\/localhost:10003\/wp-content\/uploads\/2023\/11\/cropped-9e7721cb-2d62-4f72-ab7f-7d1d8db89226.jpeg","contentUrl":"http:\/\/localhost:10003\/wp-content\/uploads\/2023\/11\/cropped-9e7721cb-2d62-4f72-ab7f-7d1d8db89226.jpeg","width":1024,"height":1024,"caption":"Pantherax Blogs"},"image":{"@id":"http:\/\/localhost:10003\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"http:\/\/localhost:10003\/#\/schema\/person\/b63d816f4964b163e53cbbcffaa0f3d7","name":"Panther","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"http:\/\/localhost:10003\/#\/schema\/person\/image\/","url":"http:\/\/2.gravatar.com\/avatar\/b8c0eda5a49f8f31ec32d0a0f9d6f838?s=96&d=mm&r=g","contentUrl":"http:\/\/2.gravatar.com\/avatar\/b8c0eda5a49f8f31ec32d0a0f9d6f838?s=96&d=mm&r=g","caption":"Panther"},"sameAs":["http:\/\/localhost:10003"],"url":"http:\/\/localhost:10003\/author\/pepethefrog\/"}]}},"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/posts\/4064"}],"collection":[{"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/comments?post=4064"}],"version-history":[{"count":1,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/posts\/4064\/revisions"}],"predecessor-version":[{"id":4480,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/posts\/4064\/revisions\/4480"}],"wp:attachment":[{"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/media?parent=4064"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/categories?post=4064"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/localhost:10003\/wp-json\/wp\/v2\/tags?post=4064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}