When fine-tuned on a given schema, it also outperforms gpt-4. Gpt-3. Tensor library for. ChatGPT vs. Falcon-40B vs. Explore data and get instant insights by searching your corporate data - like Google for your data! Personalized, based on your interests, role, and history. Reload to refresh your session. compile to optimize the Transformer model for faster performance during training. Compare ChatGPT vs. 1 (maybe these are the early version GPT4&3. Well, mostly as. GPT-4 is the fourth generation of OpenAI’s foundation model. This is the same model as SantaCoder but it can be loaded with transformers >=4. Dataset Summary The Stack contains over 6TB of permissively-licensed source code files covering 358 programming languages. On the other hand, GPT4all is an open-source project that can be run on a local machine. What tokenizers are. In this organization you can find the artefacts of this collaboration: StarCoder, a state-of-the-art language model for code, OctoPack, artifacts. AI). gpt4-pdf-chatbot-langchain - GPT4 & LangChain Chatbot for large PDF. 6) in MBPP. By prompting the StarCoder model with a series dialogues, we allowed them to act like a technical assistant. 0 and 48. The release date for GPT-4 has not been announced yet. Hugging Face and ServiceNow jointly oversee BigCode, which has brought together over 600 members from a wide range of academic institutions and. 1 (maybe these are the early version GPT4&3. e. Reload to refresh your session. SQLCoder is fine-tuned on a base StarCoder model. What’s the difference between CodeGPT, CodeGen, OpenAI Codex, and StarCoder? Compare CodeGPT vs. Add To Compare. Large language models (LMs) such as GPT-3 3 are trained on internet-scale text data to predict the next token given the preceding text. The LM Studio cross platform desktop app allows you to download and run any ggml-compatible model. In this organization you can find the artefacts of this collaboration: StarCoder, a state-of-the-art language model for code. Compare Code Llama vs. I’ve been working with ChatGPT for the last few months and GPT-4 for the last month. 69. WizardCoder is taking things to a whole new level. The AI-generated code feature helps you quickly generate code. On the other hand, GPT4all is an open-source project that can be run on a local machine. 4, while PaLM 2 scored 81. We observed that StarCoder matches or outperforms code-cushman-001 on many languages. Deprecated warning during inference with starcoder fp16. Looks great for coding, makes you wonder how long things like Github Copilot and Ghostwriter can afford to charge when we have open source building things like this. I appear to be stuck. The main difference between CodeX and ChatGPT is that CodeX focuses on code generation, while ChatGPT is designed for conversational text generation. News 🔥 Our WizardCoder-15B-v1. Compare Falcon-40B vs. In this work, we present G-Eval, a framework of using large language models with chain-of-thoughts (CoT) and a form-filling paradigm, to assess the quality of NLG outputs. The StarCoder…LangChain is an orchestration toolkit for gluing together various LLMs and utility packages, while AutoGPT is a specific goal directed use of GPT4. Download PDF Abstract: We explore the abstract reasoning abilities of text-only and multimodal versions of GPT-4, using the ConceptARC benchmark [10], which is. They emphasized that the model goes beyond code completion. My guess is maybe is about the way they generate their Evol instructions. Claim StarCoder and update features and information. 58 subscribers in the StarCoder community. After gaining access to GPT-4, I was thrilled to put it to the test with the code generation benchmarks multi-lingual humaneval and mbxp. Notion AI#. That wiki for the GPT-Code-Clippy (GPT-CC) project that's hosted in a GitHub repo says: "GPT-Code-Clippy (GPT-CC) is a community effort to create an open-source version of GitHub Copilot, an AI pair programmer based on GPT. You can try localGPT. Hi folks, back with an update to the HumanEval+ programming ranking I posted the other day incorporating your feedback - and some closed models for comparison! Now has improved generation params, new models:. Dosent hallucinate any fake libraries or functions. 1 to use the GPTBigCode architecture. main_custom: Packaged. metallicamax • 6 mo. 0), ChatGPT. StarCoder using this comparison chart. . 35. I wanted to get a comparison with the llamacpp version so I tried pulling down the ggml from anon, put it in text-generation-webuimodelsanon-gpt4-x-alpaca-13b-native-4bit-128gggml-model-q4_1. Copy. It can be used by developers of all levels of experience, from beginners to experts. The StarCoder models, which have a context length of over 8,000 tokens, can process more input than any other open LLM, opening the door to a wide variety of exciting new uses. Altman said in the interview that contrary to popular belief, GPT-4 will not be any bigger than GPT-3 but will use more compute resources. For example, by prompting the StarCoder models with a series of dialogues, we enabled them to act as a technical assistant. What’s the difference between CodeGen and GPT-4? Compare CodeGen vs. BigCode. GPT-4 using this comparison chart. Palm 2 is a newer model than GPT4, and it has been trained on a larger dataset of text and code. The system is multimodal, meaning it can parse both images and text, whereas GPT-3. There's a free Chatgpt bot, Open Assistant bot (Open-source model), AI image generator bot, Perplexity AI bot, 🤖 GPT-4 bot (Now with Visual capabilities (cloud vision)!) and channel. 2. Our models outperform open-source chat models on most benchmarks we tested,. This page covers how to use the GPT4All wrapper within LangChain. Integrations. The model uses Multi Query Attention, a context window of 8192 tokens, and was trained using the Fill-in-the-Middle objective on 1 trillion tokens. The StarCoder models, which have a context length of over 8,000 tokens, can process more input than any other open LLM, opening the door to a wide variety of exciting new uses. StarCoder also has the advantage of being trained on "permissively-licensed" code, so that the use of its output is unlikely to result in license violations. Hallucination vs. Compare ChatGPT vs. It is not better than GPT-3. WizardCoder is a specialized model that has been fine-tuned to follow complex coding instructions. This is an interesting announcement considering the vocal voices against the perils of having large language models and how they disproportionately affect both the environment and the. GPTQ-for-SantaCoder-and-StarCoder. StarCoder Comparison Chart Compare GPT-4 vs. Compare localGPT vs privateGPT and see what are their differences. Best GPT-4 alternative for ad copy text generation. What’s the difference between Code GPT, CodeGen, and StarCoder? Compare Code GPT vs. In the Model dropdown, choose the model you just downloaded: starcoder-GPTQ. 2), with opt-out requests excluded. This means that Palm 2 has the potential to be more widely. Developers seeking a solution to help them write, generate, and autocomplete code. StarCoder, through the application of Code Evol-Instruct. We explore how companies and individuals can use ChatGPT Plus as a truly functional productivity tool, doing things not otherwise cost-effective or even possible. The evaluation covered a wide range of programming languages and yielded impressive results, helping to quantify the model’s performance in each. 1st time in Star Coder:" can you a Rust function that will add two integers and return the result, and another function that will subtract two integers and return the result? Claim Mistral 7B and update features and information. OpenAI Codex vs. Jul 20. StarCoder: may the source be with you! The BigCode community, an open-scientific collaboration working on the responsible development of Large Language Models for Code (Code LLMs), introduces StarCoder and StarCoderBase: 15. Requires the bigcode fork of transformers. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. This simple objective paired with a large-scale dataset and model results in a very flexible LM that can “read” any text input and condition on it to “write” text that could. 0% and it gets an 88% with Reflexion, so open source models have a long way to go to catch up. GPT is an autocomplete. By fine-tuning advanced Code. • WizardCoder surpasses all other open-source Code LLMs by a substantial margin in termsThe problem I see with all of these models is that the context size is tiny compared to GPT3/GPT4. Slightly adjusted preprocessing of C4 and PTB for more realistic evaluations (used in our updated results); can be activated via the flag -. Compare CodeGen vs. His claim is that python has inherent performance losses, and it's true that if you implement something in python vs native, the native should have better. As a quick recap last week we learned: How LLMs/Machine Learning (ML) models process text via text vectorization. Both of these. Doesnt require using specific prompt format like starcoder. 1B parameter models trained on the Python, Java, and JavaScript subset of The Stack (v1. cpp from github extract the zip. GPT-4 vs. As a big GPT4-X-Alpaca fan i'd say this is about right. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. MetaIX/GPT4-X-Alpasta-30b main 57. No matter what command I used, it still tried to download it. Santa coder is great but without a chat like interface that can maintain context, Starcoder pretty much becomes unusable except for very specific situations. No, Tabnine Enterprise doesn’t use your code to train general AI models. 81k • 629. All the LLaMA models have context windows of 2048 characters, whereas GPT3. Hallucination is the most common reason for failure. SANTA CLARA, Calif. Posts with mentions or reviews of openai-gpt4. 5). StarCoder. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. It's a 15. But there's a catch to that model's usage in HuggingChat. We refer the reader to the SantaCoder model page for full documentation about this model. According to a comparison chart above, GPT-4 outperforms Llama 2 in several areas. Compare ChatGPT vs. When you ask GPT-3. StarCoder. What’s the difference between GPT4All and StarCoder? Compare GPT4All vs. Secures the company codes and even trains from it if you bind your repository. This allows for a variety of interesting applications. StarCoder presents a quantized version as well as a quantized 1B version. As of May 2023, Vicuna seems to be the heir apparent of the instruct-finetuned LLaMA model family, though it is also restricted from commercial use. 5-turbo for natural language to SQL generation tasks on our sql-eval framework, and significantly outperforms all popular open-source models. Falcon-40B vs. org. 1) level or GPT-4 (67) when it comes to coding. GPT-4 using this comparison chart. This means GPT-4 can analyze the contents of an image and connect that information. It is written in Python and trained to write over 80 programming languages, including object-oriented programming languages like C++, Python, and Java and procedural programming. When OpenAI’s Codex, a 12B parameter model based on GPT-3 trained on 100B tokens, was released in July 2021, in. The world of coding has been revolutionized by the advent of large language models (LLMs) like GPT-4, StarCoder, and Code LLama. HumanEval accuracy: -Reflexion-based GPT-4 88% -GPT-4 67. You switched accounts on another tab or window. Code Llama vs ChatGPT. To me Claude+ is often equal or superior to GPT4 and Instant is superior to GPT3. StarCoder 15b open-source code model beats Codex and Replit. GPT-4 doesn’t know about LangChain. Its training data incorporates more than 80 different programming. In terms of most of mathematical questions, WizardLM's results is also better. • 3 mo. and gpt4 as GPT-3 CLI termGPT to access the models. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query. HF API token. ago. What to expect from GPT-4. 5 (48. However, the gap between the two is not significant, and with further development, Llama 2 could potentially challenge GPT-4’s dominance. StarCoder in 2023 by cost, reviews, features, integrations, deployment,. StarCoder caught the eye of the AI and developer communities by being the model that outperformed all other open source LLMs, boasting a score of 40. Both ChatGPT and AlphaCode are ‘large language. When fine-tuned on a given schema, it also outperforms gpt-4. GPT-4, though, is almost like a “Coder Buddy” that can help you. Hi folks, back with an update to the HumanEval+ programming ranking I posted the other day incorporating your feedback - and some closed models for comparison! Now has improved generation params, new models: Falcon, Starcoder, Codegen, Claude+, Bard, OpenAssistant and more. GPT4All FAQ What models are supported by the GPT4All ecosystem? Currently, there are six different model architectures that are supported: GPT-J - Based off of the GPT-J architecture with examples found here; LLaMA - Based off of the LLaMA architecture with examples found here; MPT - Based off of Mosaic ML's MPT architecture with examples. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. StarCoder and StarCoderBase are 15. Cohere vs. By focusing on open source models, the BigCode project fosters greater accessibility for developers and researchers to build on this foundation, and create new applications for the benefit of the entire. The Llama 2-Chat 34B model has an overall win rate of over 75% against the equivalently sized Vicuna-33B and Falcon 40B models. GPT-4 vs. 5 vs GPT 4 – alignment. What’s the difference between GPT-4 and StarCoder? Compare GPT-4 vs. We adhere to the approach outlined in previous studies by generating 20 samples for each problem to estimate the pass@1 score and evaluate with the same. 0: RedPajama: 2023/04: RedPajama, a project to create leading open-source models, starts by reproducing LLaMA training dataset of over 1. Claim StarCoder and update features and information. We've also added support for the StarCoder model that can be used for code completion, chat, and AI Toolbox functions including “Explain Code”, “Make Code Shorter”, and more. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years in business, region, and more using the chart below. I’m not a lawyer and I didn’t read the whole thing. You're confrontational, and he has much more contribution history than you. This project offers greater flexibility and potential for customization, as developers. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. GPT-4 in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years in business, region, and more using the chart below. StarCoder, designed for code-related tasks, has specialized tokens for code elements like tabs and spaces. . It's an AI-powered application builder that uses the power of GPT to help you build applications. Related Products Kognition. The team says it has only used permissible data. Any extra functionality comes from the prompt. Claim OpenAI and update features and information. However, it’s possible to opt out individually for each user in the org. A token is roughly equivalent to a word, and 2048 words goes a lot farther than 2048 characters. 2%. Previous Versions. GPT-J. --. BLACKBOX AI is a tool that can help developers to improve their coding skills and productivity. TF compatible models: llama, llama2, rwkv, whisper, vicuna, koala, cerebras, falcon, dolly, starcoder, and many others llama_index - LlamaIndex (formerly GPT Index) is a data framework for your LLM. We explore how companies and individuals can use ChatGPT Plus as a truly functional productivity tool, doing things not otherwise cost-effective or even possible. StarCoder - The biggest open source code LLM. AIGC资料汇总学习，持续更新. They used many versions of the prompts and since I only. Launch VS Code Quick Open (Ctrl+P), paste the following command, and press enter. We only now start seeing work on this side [1]. 43. StarCoderExtension for AI Code generation. What’s the difference between CodeGPT, CodeGen, OpenAI Codex, and StarCoder? Compare CodeGPT vs. Locked post. . Dive in and rejoice. View All 7 Integrations. Supercharger has the model build unit tests, and then uses the unit test to score the code it generated, debug/improve the code based off of the unit test quality score, and then run it. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. 7, respectively. HF API token. Within minutes of using it, I’ve had it solve problems I wasn’t able to do with bing AI or the free GPT. Can run locally. What’s the difference between ChatGPT and StarCoder? Compare ChatGPT vs. Lastly, like HuggingChat, SafeCoder will introduce new state-of-the-art models over time, giving you a seamless. Dall-E 3 VS MidJourney 5. 5's most recent version, which was trained on a larger dataset than its predecessor. 8, and ARC-E, where GPT-4 and PaLM 2 got 96. It exhibits exceptional performance, achieving a remarkable 67. How tokens/documents are converted to vectors. 8% on HumanEval benchmark, beating the 30x bigger PaLM. The last one was on 2023-04-17. See a full comparison of 50 papers with code. It was previously powered by the GPT-3. StarCoder LLM is a language model for code that has been trained on The Stack (v1. ChatGPT, the latest version of a natural-language system by software company OpenAI of San Francisco, California, was released on 30 November. Growth - month over month growth in stars. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). Copilot for Individuals. Both models also aim to set a new standard in data governance. TF compatible models: llama, llama2, rwkv, whisper, vicuna, koala, cerebras, falcon, dolly, starcoder, and many others llama_index - LlamaIndex (formerly GPT Index) is a data framework for your LLM. We’re back with part 2 of our understanding LLMs series. Learn More Update Features. If you previously logged in with huggingface-cli login on your system the extension will read the token from disk. StarCoder is an LLM designed solely for programming languages with the aim of assisting programmers in writing quality and efficient code within reduced time frames. bin and tried running webui I just get Could not find the quantized model in . StarChat is a series of language models that are fine-tuned from StarCoder to act as helpful coding assistants. This seems like it could be an amazing replacement for gpt-3. In the world of deploying and serving Large Language Models (LLMs), two notable frameworks have emerged as powerful solutions: Text Generation Interface (TGI) and vLLM. GITHUB COPILOT: Generates codes logically correct up. Hold on to your llamas' ears (gently), here's a model list dump: Pick yer size and type! Merged fp16 HF models are also available for 7B, 13B and 65B (33B Tim did himself. Thanks! We have a public discord server. What’s the difference between GPT-3. GPT4all vs Chat-GPT. The GPT4All Chat Client lets you easily interact with any local large language model. Quantization of SantaCoder using GPTQ. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by. StarCoder is a new AI language model that has been developed by HuggingFace and other collaborators to be trained as an open-source model dedicated to code completion tasks. Our fine-tuned LLMs, called Llama 2-Chat, are optimized for dialogue use cases. You can find the full prompt here and chat with the prompted StarCoder on HuggingChat. 如果你是一个软件开发者，你可能已经使用过 ChatGPT 或 GitHub 的 Copilot 去解决一些写代码过程中遇到的问题，比如将代码从一种语言翻译到另一种语言，或者通过自然语言，诸如“写一个计算斐波那契数列第 N 个元素的. GPT-4 vs. The model was also found to be better in terms of quality than Replit’s Code V1, which seems to have focused on being cheap to train and run. You signed in with another tab or window. LovingEisheth. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years in business, region, and more using the chart below. co/settings/token) with this command: Cmd/Ctrl+Shift+P to open VSCode command palette. StarCoder — which is licensed to allow for royalty-free use by anyone, including corporations — was trained in over 80 programming languages. StarCoder and comparable devices were tested extensively over a wide range of benchmarks. Lightly is a powerful cloud IDE that supports multiple programming languages, including Java, Python, C++, HTML, JavaScript. 5 was. ago. 7B, 6. StarCoder - The biggest open source code LLM. How tokens/documents are converted to vectors. Historically, coding LLMs have played an instrumental role in both research and practical applications. Yes, Copilot does use your code to train general AI models. The models use "multi-query attention" for more efficient code processing. bin and put it in the same folderRecently, I built an app that uses GPT-Index & LangChain to provide an answer to a question based on a piece of text as context. 0 model achieves the 57. Hey u/Relative_Mouse7680, if your post is a ChatGPT conversation screenshot, please reply with the conversation link or prompt. While Llama 2 is a strong contender, GPT-4 still holds the crown for the best LLM as of now. Claim StarCoder and update features and information. 28. It is optimized to run 7-13B parameter LLMs on the CPU's of any computer running OSX/Windows/Linux. Reload to refresh your session. 5 language model. You signed in with another tab or window. 10. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. In MMLU, GPT-4 scored 86. We also set the default device to 'cuda' using torch. GPT4ALL answered query but I can't tell did it refer to LocalDocs or not. StarCoder. , 2022; Dettmers et al. CodeT5+ achieves the state-of-the-art performance among the open-source LLMs on many challenging code intelligence tasks, including zero-shot evaluation on the code generation benchmark HumanEval. Victory for GPT-4 , Starcoder model managed to respond using context size over 6000 tokens! :. Key Features of. Share Sort by: Best. Tabby is a self-hosted AI coding assistant, offering an open-source and on-premises alternative to GitHub Copilot. When it comes to GPT-3 versus GPT-4, the key difference lies in their respective model sizes and training data. GPT4 has to run 16 times during each initial query to establish this optimization structure. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years. Unfortunately, until now, none of these models was even remotely close to davinci-003, gpt3. . Claim GPT-4 and update features and information. . #133 opened Aug 29, 2023 by code2graph. general purpose and GPT-distilled code generation models on HumanEval, a corpus of Python coding problems. However, StarCoder offers more customization options, while CoPilot offers real-time code suggestions as you type. 2%. StarCoder. 4-bit quantization tends to come at a cost of output quality losses. StarCoder, a new open-access large language model (LLM) for code. 5). Inefficient Planning They explored the reasons for failure in AlfWorld runs. In the top left, click the refresh icon next to Model. 4TB dataset of source code were open-sourced at the same time. While we don't know its exact size, we do know that it's significantly. It also generates comments that explain what it is doing. Image by the author. And make sure you are logged into the Hugging Face hub with: StarCoder. LocalGPT: Secure, Local Conversations with Your Documents 🌐. I worked with GPT4 to get it to run a local model, but I am not sure if it hallucinated all of that. 8% pass@1 on HumanEval is good, GPT-4 gets a 67. According to Wikipedia, Github Copilot’s first alpha version came out in June 2021 (holy crap, it’s been two years already?). If you previously logged in with huggingface-cli login on your system the extension will. So there are two paths to use ChatGPT with Keymate AI search plugin after this: Path 1: If you don't want to pay $20, give GPT4 and Keymate. StarCoder is a high-performance LLM for code with over 80 programming languages, trained on permissively licensed code from GitHub. Copilot costs $10 per month or $100 per year for individual developers. This is what I used: python -m santacoder_inference bigcode/starcoderbase --wbits 4 --groupsize 128 --load starcoderbase-GPTQ-4bit-128g/model. 1) level or GPT-4 ( 67) when it comes to coding. Jay Alammar takes us on a succinct and exemplary journey to understand the nitty gritty of Tokenizers used in FLAN, GPT4 , Starcoder , BERT and even Galactica. BigCode + + Learn More Update Features. 7 Press release: UAE's Technology Innovation Institute Launches Open-Source "Falcon 40B" Large Language Model for Research & Commercial Utilization. Compare CodeGPT vs. StarCoder improves quality and performance metrics compared to previous models such as PaLM, LaMDA, LLaMA, and OpenAI code-cushman-001. Discussion jiang719 Jun 16. 67. I was also have a ton of crashes once I had it running, but it turns out that was transient loads on my crappy power supply that I'm running too close to the limit on. StarCoder. GPT-4-x-Alpaca-13b-native-4bit-128g, with GPT-4 as the judge! They're put to the test in creativity, objective knowledge, and programming capabilities, with three prompts each this time and the results are much closer than before. LLMs are neural networks used for natural language processing and natural language generation since they have the ability to understand the relationship between two sequential data, such as words. StarCoder in 2023 by cost,. ChatGPT Plus vs. What is this about? 💫 StarCoder is a language model (LM) trained on source code and natural language text. Overall, while GPT-3. TABNINE: Generates codes logically correct up to 90%. 5B parameter Language Model trained on English and 80+ programming languages. 2), with opt-out requests excluded. You signed in with another tab or window. It's a fork of privateGPT which uses HF models instead of llama. All Cerebras-GPT models are available on Hugging Face. News 🔥 Our WizardCoder-15B-v1. StarCoderEx. Note: The reproduced result of StarCoder on MBPP. StableCode using this comparison chart. 5). These models [Llama 2] have demonstrated their competitiveness with existing open-source chat models, as well as competency that is equivalent to some proprietary models on evaluation sets we. There are many coding LLMs available for you to use today such as GPT4, StarCoder, WizardCoder and the likes. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years in business, region, and more using the chart below. They fine-tuned StarCoderBase model for 35B. We adhere to the approach outlined in previous studies by generating 20 samples for each problem to estimate the pass@1 score and evaluate with the same. 3 pass@1 on the HumanEval Benchmarks,. Compare localGPT vs privateGPT and see what are their differences. hey @syntaxing there is. 3 pass@1 on the HumanEval Benchmarks,. GPT-4 using this comparison chart. The scores of GPT4 and GPT3. GPT-4 is able to solve written problems or generate original text or images. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). The StarCoder is a cutting-edge large language model designed specifically for code. ) Apparently it's good - very good!I've done extensive testing on a multitude of models and gpt4-x-vicuna is among my favorite 13B models, while wizardLM-7B was best among 7Bs. CodeGen vs. Subsequently, we fine-tune the Code LLM, StarCoder, utilizing the newly created instruction-following training set. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. Download the 8GB language model file gpt-x-alpaca-13b-native-4bit-128g-cuda. main: Uses the gpt_bigcode model. For example, when ChatGPT was prompted to write a Python function to pull data from a MySQL database,. It does not have active learning and it does not have a robust system of memory or a reward/punishment mechanism.