What is Code Generation API?
A tool known as the Text to Code Generator API permits programmers to automate and take over programming activities. With this technology, coders can establish code patterns, make source code based on models, and configure the coding process.
Using programmable interfaces, it's possible to arrange code creation as part of production procedures, making things more efficient, minimizing human error, and guaranteeing consistency when creating software.
Eden AI's Code Generation APIs utilize advanced deep learning models that have undergone extensive training on large amounts of top-quality code from various programming languages and paradigms.
These models have superior proficiency in comprehending developers' intentions, deciphering natural language questions, and producing precise code snippets, functions, or even complete programs.
Top Open Source (Free) Text to Code Generator models on the market
For users seeking a cost-effective engine, opting for an open-source model is the recommended choice. Here is the list of the best Text to Code Generator Open Source Models:
1. CodeGeeX
CodeGeeX is a huge and versatile tool for creating code, trained in innumerable languages and boasting 13 billion parameters. As of June 22nd, 2022, CodeGeeX has been trained on over 850 billion tokens using a cluster packed with 1,536 Ascend 910 AI Processors.
It has been extensively tested and has unique functions including creating code in multiple languages, translating code across languages, and a customizable programming assistant.
2. Duckargs
Duckargs exists to help you save time when you need to make a Python or C program that receives input from the command line. Simply execute duckargs (to produce python code), duckargs-python (which also generates python) or duckargs-c (which generates C code), specifying the desired options and example values. Duckargs will then produce a program that is able to handle those options and arguments.
3. free-gpt-engineer
Specify what you want to create, and the AI will request clarification before generating it. Free-GPT-Engineer is designed to be flexible, expandable, and capable of learning your desired code format. It generates an entire codebase based on prompts.
4. Django-code-generator
Create code swiftly using Django models. This tool allows you to produce a Django Rest Framework API or an admin for your application. Also, shape your templates to generate the unique code you need.
5. CodeBERT
CodeBERT is a language model adapted to code-related tasks. It's a pre-trained model for programming languages, which is a multilingual model trained on Natural Language to Programming Language pairs in six programming languages: Python, Java, JavaScript, PHP, Ruby, and Go.
Cons of Using Open Source AI models
While open source models offer many advantages, they also come with some potential drawbacks and challenges. Here are some cons of using open source models:
- Not Entirely Cost Free: Open-source models, while providing valuable resources to users, may not always be entirely free of cost. Users often need to bear expenses related to hosting and server usage, especially when dealing with large or resource-intensive data sets.
- Lack of Support: Open source models may not have official support channels or dedicated customer support teams. If you encounter issues or need assistance, you might have to rely on community forums or the goodwill of volunteers, which can be less reliable than commercial support.
- Limited Documentation: Some open source models may have incomplete or poorly maintained documentation. This can make it difficult for developers to understand how to use the model effectively, leading to frustration and wasted time.
- Security Concerns: Security vulnerabilities can exist in open source models, and it may take longer for these issues to be addressed compared to commercially supported models. Users of open source models may need to monitor for security updates and patches actively.
- Scalability and Performance: Open source models may not be as optimized for performance and scalability as commercial models. If your application requires high performance or needs to handle a large number of requests, you may need to invest more time in optimization.
Why choose Eden AI?
Given the potential costs and challenges related to open-source models, one cost-effective solution is to use APIs. Eden AI smoothens the incorporation and implementation of AI technologies with its API, connecting to multiple AI engines.
Eden AI presents a broad range of AI APIs on its platform, customized to suit your specific needs and financial limitations. These technologies include data parsing, language identification, sentiment analysis, logo recognition, question answering, data anonymization, speech recognition, and numerous other capabilities.
To get started, we offer free $10 credits for you to explore our APIs.
Access Code Generation providers with one API
Our standardized API enables you to integrate Automatic Code Generation APIs into your system with ease by utilizing various providers on Eden AI. Here is the list (in alphabetical order):
- Google Generative AI
- NLP Cloud
- OpenAI
1. Google Generative AI- Available on Eden AI
Google recently introduced a new model called Codey. It builds upon the PaLM 2 Large Language Model and has been fine-tuned with a substantial amount of excellent code and coding documentation.
With this tool, it can generate fully functional code in over 20 programming languages such as Python, C, JavaScript, and Java. In addition, Codey is used to enhance various Google products like Android Studio and Google Colab.
2. NLP Cloud- Available on Eden AI
You can immediately generate code using NLP Cloud's suggested code generation API, which is powered by GPT and yields excellent outcomes. If the previously set-up model doesn't suffice, you can decide on teaching and refining your custom model and have it equally deployed to production with a single tap.
3. OpenAI- Available on Eden AI
Codex is an AI that transforms spoken words into code, made by OpenAI. GPT-3 series, which derives from the Codex model series, was taught on billions of lines of code and simple language. Also, it is skilled in over a dozen languages such as JavaScript, Go, Perl, PHP, Ruby, Swift, TypeScript, SQL, Shell, and Python.
It can understand simple commands in everyday language and execute them on behalf of the user, allowing for the development of a natural language interface for pre-existing applications.
Pricing Structure for AI Code Generation API Providers
Eden AI offers a user-friendly platform for evaluating pricing information from diverse API providers and monitoring price changes over time. As a result, keeping up-to-date with the latest pricing is crucial. The pricing chart below outlines the rates for smaller quantities for November 2023, as well as you can get discounts for potentially large volumes.
Check the current prices on Eden AI
How Eden AI can help you?
Eden AI is the future of AI usage in companies: our app allows you to call multiple AI APIs.
- Centralized and fully monitored billing on Eden AI for Text to Code Generator APIs
- Unified API for all providers: simple and standard to use, quick switch between providers, access to the specific features of each provider
- Standardized response format: the JSON output format is the same for all suppliers thanks to Eden AI's standardization work. The response elements are also standardized thanks to Eden AI's powerful matching algorithms.
- The best Artificial Intelligence APIs in the market are available: big cloud providers (Google, AWS, Microsoft, and more specialized engines)
- Data protection: Eden AI will not store or use any data. Possibility to filter to use only GDPR engines.
You can see Eden AI documentation here.
Next step in your project
The Eden AI team can help you with your AI Code Generation integration project. This can be done by :
- Organizing a product demo and a discussion to understand your needs better. You can book a time slot on this link: Contact
- By testing the public version of Eden AI for free: however, not all providers are available on this version. Some are only available on the Enterprise version.
- By benefiting from the support and advice of a team of experts to find the optimal combination of providers according to the specifics of your needs
- Having the possibility to integrate on a third-party platform: we can quickly develop connectors.
Top comments (0)