Starcoder vs gpt4. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). Starcoder vs gpt4

 
 As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot )Starcoder vs gpt4  Falcon-40B vs

0 model achieves the 57. Compare localGPT vs privateGPT and see what are their differences. Falcon-40B vs. 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. But, considering that Llama-2 has. What to expect from GPT-4. GPT-4 vs. It falls short of the coding prowess exhibited by GPT-3. Tabby is a self-hosted AI coding assistant, offering an open-source and on-premises alternative to GitHub Copilot. OpenAI using this comparison chart. BLACKBOX AI is a tool that can help developers to improve their coding skills and productivity. This is a practical task I had to solve in order to truncate documents that were longer than the context window of GPT-3. Previous Versions. And it weaves pretty natural and entertaining stories. The StarCoder is a cutting-edge large language model designed specifically for code. Hey everyone, I'm back with another exciting showdown! This time, we're putting GPT4-x-vicuna-13B-GPTQ against WizardLM-13B-Uncensored-4bit-128g, as they've both been garnering quite a bit of attention lately. Note: The above table conducts a comprehensive comparison of our WizardCoder with other models on the HumanEval and MBPP benchmarks. The scores of GPT4 and GPT3. Hugging Face and ServiceNow released StarCoder, a free AI code-generating system alternative to GitHub’s Copilot (powered by OpenAI’s Codex), DeepMind’s AlphaCode, and Amazon’s CodeWhisperer. The GPT4All Chat Client lets you easily interact with any local large language model. 5 with 7B is on par with >15B code-generation models (CodeGen1-16B, CodeGen2-16B, StarCoder-15B), less than half the size. StarCoder using this comparison chart. It's a fork of privateGPT which uses HF models instead of llama. LLaMA 2 vs GPT-4: ChatGPT’s latest model is visibly superior when it comes to coding ( Image Credit) However, when it comes to coding between LLaMA 2 vs GPT-4, despite its numerous accomplishments, LLaMA-2 does have a weakness when it comes to coding. 1 (maybe these are the early version GPT4&3. Note that the performance boost may depend on the specific model and hardware you're using. I'm peacing out here. 81k • 629. GitHub Copilot vs. This is a wow moment. GPT-4V (Vision) View Software. What’s the difference between CodeGPT, CodeGen, OpenAI Codex, and StarCoder? Compare CodeGPT vs. arxiv. What’s the difference between OpenAI and StarCoder? Compare OpenAI vs. Sep 24. The scores of GPT4 and GPT3. Alex Hern. . 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. News 🔥 Our WizardCoder-15B-v1. Integrations. This means that Palm 2 has the potential to be more widely. 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:. OpenAPI interface, easy to integrate with existing infrastructure (e. BLACKBOX AI can help developers to: * Write better code * Improve their. Claim StarCoder and update features and information. While GPT-4 is considerably better than GPT-3. Thank you for doing this. Compare GitHub Copilot vs. HF API token. The ecosystem features a user-friendly desktop chat client and official bindings for Python, TypeScript, and GoLang, welcoming contributions and collaboration from the open. Suggested code can be tweaked and refactored easily. Were LLaVA-1. We perform the most comprehensive evaluation of Code LLMs to date and show that StarCoderBase outperforms every open Code LLM that supports multiple. I am wondering what this means for interpretability work and alignment. Overall, while GPT-3. 5. Related Products Kognition. Hugging Face and ServiceNow released StarCoder, a free AI code-generating system alternative to GitHub’s Copilot (powered by. AutoGPT implementation could have used LangChain, but didn't. Open comment sort optionsLLaMA and Llama2 (Meta) Meta release Llama 2, a collection of pretrained and fine-tuned large language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. org. 2: Apache 2. But luckily it saved my first attempt trying it. Gpt-4 costs 15 times more with the 8k context variant for the input prompts. This time, it's Vicuna-13b-GPTQ-4bit-128g vs. TL;DR. BigCode's StarCoder Plus. When fine-tuned on a given schema, it also outperforms gpt-4. It can process larger input than any other free. ct2-transformers-converter --model distilbert. Code Llama is not a one-size-fits-all. Starcoder itself isn't instruction tuned, and I have found to be very fiddly with prompts. 0 attains the second position in this benchmark, surpassing GPT4 (2023/03/15, 73. 0 model achieves the 57. While Llama 2 is a strong contender, GPT-4 still holds the crown for the best LLM as of now. In MMLU, GPT-4 scored 86. Repository: bigcode/Megatron-LM. StarCoderBase is trained on 1 trillion tokens sourced from The Stack (Kocetkov et al. 2- download the ggml-model-q4_1. cpp from github extract the zip. HumanEval is a widely used benchmark for Python that checks. Add To Compare. What’s the difference between GPT4All and StarCoder? Compare GPT4All vs. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years. In fact, all I did to test StarCoder was write the following comment in VSCode: # A function that removes all the vowels from a string that the user inputs. AI is an iOS. Note: The reproduced result of StarCoder on MBPP. A core component of this project was developing infrastructure and optimization methods that behave predictably across a. 1 (maybe these are the early version of GPT4&3. StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub, including from 80+ programming languages, Git commits, GitHub issues, and Jupyter notebooks. 5 reported by OpenAI are 67. Currently gpt2, gptj, gptneox, falcon, llama, mpt, starcoder (gptbigcode), dollyv2, and replit are supported. GPT-4 can solve difficult problems with greater accuracy, thanks to its broader general knowledge and problem solving abilities. Led by ServiceNow Research and Hugging Face, the open. 5-turbo for natural language to SQL generation tasks on our sql-eval framework, and significantly outperforms all popular open-source models. 💫StarCoder in C++. - 100% GPT4 Generated still - 2. StarCoder using this comparison chart. We observed that StarCoder matches or outperforms code-cushman-001 on many languages. 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. The program can run on the CPU - no video card is required. 5 vs. Compare ChatGPT vs. Compare Code Llama vs. 307thML • 1 yr. The AI-generated code feature helps you quickly generate code. StarCoder using this comparison chart. StarEncoder: Encoder model trained on TheStack. Inefficient Planning They explored the reasons for failure in AlfWorld runs with and without Reflexion. 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. Reload to refresh your session. 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. This means that Palm 2 has the potential to be more powerful and versatile than GPT4. 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. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. SQLCoder is fine-tuned on a base StarCoder model. 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. 2), with opt-out requests excluded. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years. An interesting aspect of StarCoder is that it's multilingual and thus we evaluated it on MultiPL-E which extends HumanEval to many other languages. 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. However, its mathematical prowess will be more brute force memorization than it appears. For example, passing an image with 1080×1080 pixels to GPT-4 Turbo will cost $0. We take several important steps towards a safe open-access model release, including an improved PII redaction pipeline and a. 0 and 48. """ if element < 2: return False if element == 2: return True if element % 2 == 0: return False for i in range (3, int (math. But there's a catch to that model's usage in HuggingChat. Llama 2-Chat models outperform open-source models in terms of helpfulness for both single and multi-turn prompts. 5. One of the best ways to understand what they do, is to compare the behavior of. What is StarCoder? It is a language model (LM) trained on source code and natural language text. They used many versions of the prompts and since I only. It's for anyone interested in learning, sharing, and discussing how AI can be. cpp. Link to github Link to HF MPT-7B is a commercially usable LLM with a context length of 65k!. The GPT4All Chat UI supports models from all newer versions of llama. Cohere vs. 1) level or GPT-4 (67) when it comes to coding. Learn More Update Features. HumanEval is a widely used benchmark for Python that checks whether or not a. What’s the difference between ChatGPT and StarCoder? Compare ChatGPT vs. bat file and make a few changes to the script:. It beats. This is what I used: python -m santacoder_inference bigcode/starcoderbase --wbits 4 --groupsize 128 --load starcoderbase-GPTQ-4bit-128g/model. SANTA CLARA, Calif. Victory for GPT-4 , Starcoder model managed to respond using context size over 6000 tokens! :. --. 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. Download the 8GB language model file gpt-x-alpaca-13b-native-4bit-128g-cuda. 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. 5 vs. Note: The reproduced result of StarCoder on MBPP. While that version remains online, an algorithm called GPT-4 is now available with a $20 monthly subscription to ChatGPT Plus. As a quick recap last week we learned: How LLMs/Machine Learning (ML) models process text via text vectorization. When analyzing their computational. 1-HF which is not commercially viable but you can quite easily change the code to use something like mosaicml/mpt-7b-instruct or even mosaicml/mpt-30b-instruct which fit the bill. Step 3: Run the WebUI. Learn More Update Features. Here we can see how a well crafted prompt can induce coding behaviour similar to that observed in ChatGPT. GPT-4 doesn’t know about LangChain. Thanks! We have a public discord server. Starcoder is another open-source code model project that underpins chatbots. 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. StarCoder is fine-tuned version StarCoderBase model with 35B Python tokens. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. 3 pass@1 on the HumanEval Benchmarks,. . The tutorial is divided into two parts: installation and setup, followed by usage with an example. Running LLMs on CPU. . Text Generation • Updated Sep 27 • 1. There is a 17 page research paper. 58 subscribers in the StarCoder community. GitHub Copilot vs. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively licensed and. Here's my experience integrating both of them. What’s the difference between Code GPT, CodeGen, and StarCoder? Compare Code GPT vs. Phind-CodeLlama-34B-v1. Subsequently, we fine-tune the Code LLM, StarCoder, utilizing the newly created instruction-following training set. The system is multimodal, meaning it can parse both images and text, whereas GPT-3. Compare ChatGPT vs. StarCoder Comparison Chart Compare GPT-4 vs. Uh, so 1) SalesForce Codegen is also open source (BSD licensed, so more open than StarCoder's OpenRAIL ethical license). However, it’s possible to opt out individually for each user in the org. cpp. OpenAI recommends that all users switch from Codex to GPT-3. Compare localGPT vs privateGPT and see what are their differences. The Llama 2-Chat 34B model has an overall win rate of over 75% against the equivalently sized Vicuna-33B and Falcon 40B models. You signed in with another tab or window. Compare Falcon-40B vs. You signed out in another tab or window. 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. 5 vs. GPT-4 Vs. Image by the author. 5B parameters and an extended context length of 8K, it excels in infilling capabilities and facilitates fast large-batch inference through multi-query attention. 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. 3 pass@1 on the HumanEval Benchmarks,. StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub, including from 80+ programming languages, Git commits, GitHub issues, and Jupyter notebooks. I fixed that by running a game in the background to. News. GPT-4 is a Transformer-based model pre-trained to predict the next token in a document. Additionally, the 70B model outperforms the PaLM-bison chat model by a significant margin. News 🔥 Our WizardCoder-15B-v1. Learn how to easily install the powerful GPT4ALL large language model on your computer with this step-by-step video guide. StarCoderBase: Trained on 80+ languages from The Stack. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). 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. 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. Remarkably, despite its much smaller size,. Surprised too nobody talks about it. Audience. Created by the experts at Nomic AI. There is now a good chance that GPT-4 won't be released until 2023 at the earliest. Led by ServiceNow Research and Hugging Face, the open-access, open. GPT-4 is able to solve written problems or generate original text or images. HuggingChat is powered by Open Assistant's latest LLaMA-based model which is said to be one of the best open-source chat models available in the market right now. The SantaCoder models are a series of 1. As a big GPT4-X-Alpaca fan i'd say this is about right. StarCoderEx. With an impressive 15. Historically, coding LLMs have played an instrumental role in both research and practical applications. We experiment with two generation tasks, text summarization and dialogue generation. StarCoder # Paper: A technical report about StarCoder. Reload to refresh your session. What tokenizers are. StarCoder, a new open-access large language model (LLM) for code. Compared with other LLMs, Notion AI is integrated in notion pages, which are more focused on content-related questions. This is a 15B model trained on 1T Github tokens. 5 for 1k tokens is 0. 1 (maybe these are the early version GPT4&3. StarCoder - The biggest open source code LLM. If you mean running time - then that is still pending with int-3 quant and quant 4 with 128 bin size. When comparing h2ogpt and localGPT you can also consider the following projects: privateGPT - Interact with your documents using the power of GPT, 100% privately, no data leaks. Can run locally. ChatGPT, the latest version of a natural-language system by software company OpenAI of San Francisco, California, was released on 30 November. Both of these. You can supply your HF API token ( hf. It is written in Python and. Best GPT-4 alternative for ad copy text generation. The model will automatically load. Microsoft Code Simulator 2021. ago. 1) and GPT-4 (67). It is not better than GPT-3. Claim StarCoder and update features and information. Ben Dickson, the author of tech blog TechTalks, analyzed AlphaCode’s abilities in his article “What DeepMind’s AlphaCode is and isn’t. arxiv. Notably, its superiority is further highlighted by its fine-tuning on proprietary datasets. 8% -PaLM 26. GPT4: Core Differences Explained . However, the gap between the two is not significant, and with further development, Llama 2 could potentially challenge GPT-4’s dominance. Out of the two, StarCoder is arguably built from the ground up for the open-source community, as both the model and a 6. Self-reflection + GPT-4 AI outperforms GPT-4 by over 20% in coding tasks. It was previously powered by the GPT-3. To associate your repository with the gpt4all topic, visit your repo's landing page and select "manage topics. This means that Palm 2 has the potential to be more widely. There are also some capability regressions from Codex, like identification of variables, arithmetic expressions, and. MetaIX/GPT4-X-Alpasta-30b main 57. And after a few seconds, the model auto-completed with the following code: Overall. Copilot costs $10 per month or $100 per year for individual developers. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. 002$. In terms of performance, GPT-J exhibits a level. GPT-4 vs. StarCoder. StarCoder: StarCoderBase further trained on Python. StarCoder using this comparison chart. pt. . Curious-TruthSeeker. This is a C++ example running 💫 StarCoder inference using the ggml library. The family includes 111M, 256M, 590M, 1. No. 0% -CodeT 65. According to a comparison chart above, GPT-4 outperforms Llama 2 in several areas. 2) and a Wikipedia dataset. Nanothoughts describes the application of Reflexion to GPT4 at this substack article. In terms of most of mathematical questions, WizardLM's results is also better. 5 reported by OpenAI are 67. I don't use Windows, so I can't comment on if it does or doesn't work on there, but it's worth trying. Jul 20. GPT4All Chat UI. SQLCoder is fine-tuned on a base StarCoder model. GPT-4 vs Codex for Coding. pt and paste it into the “gpt4-x-alpaca-13b-native-4bit-128g” folder. Claim StarCoder and update features and information. 5 reported by OpenAI are 67. Stars are generally much bigger and brighter than planets and other celestial objects. You signed out in another tab or window. Once it's finished it will say "Done". The completion costs 30 times as much as 3. It uses TheBloke/vicuna-7B-1. Figure 1: History of code writing assistants. It's a 15. Copilot for Individuals. 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. Subsequently, we fine-tune the Code LLM, StarCoder, utilizing the newly created instruction-following training set. Self-reflection + GPT-4 AI outperforms GPT-4 by over 20% in coding tasks. Although it MMLU (Massive Multitask Language Understanding) benchmark is good, HumanEval shows coding capability is quite a bit lower compared to StarCoder (33. Claim StarCoder and update features and information. 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. Note: The reproduced result of StarCoder on MBPP. New VS Code Tool: StarCoderEx (AI Code Generator) By David Ramel. How did data curation contribute. It does not have active learning and it does not have a robust system of memory or a reward/punishment mechanism. GPTQ-for-SantaCoder-and-StarCoder. 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. Usage is the same, except instead of calling for gpt4-x-alpaca-13b-native-4bit-128g, you call for gpt4-x-alpaca-13b-native-4bit-128g-cuda. Claim GPT-4 and update features and information. 17. 69. 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. . GPT-4. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by. This means GPT-4 can analyze the contents of an image and connect that information. . Lastly, like HuggingChat, SafeCoder will introduce new state-of-the-art models over time, giving you a seamless. It can be used by developers of all levels of experience, from beginners to experts. These seem to be useful; Github, for example, reports a huge increase in programmer productivity. Add To Compare. The world of coding has been revolutionized by the advent of large language models (LLMs) like GPT-4, StarCoder, and Code LLama. 0% -CodeT 65. It has 175 billion parameters and can handle more complicated NLP jobs than the. ServiceNow, one of the leading digital workflow companies making the world work better for everyone, has announced the release of one of the world’s most responsibly developed and strongest-performing open-access large language model (LLM) for code generation. ChatGPT and AI-powered coding-specific technologies -- including GitHub Copilot and Amazon CodeWhisperer -- can handle some of the same tasks as low-code tools. Any extra functionality comes from the prompt. 5 has a context of 2048 tokens (and GPT4 of up to 32k tokens). ChatGPT vs. 5 and maybe gpt-4. 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. 5x larger than original roleplay dataset - Much more diverse - Includes simulated conversations/chat histories in a large portion of examples. StarCoderBase was trained on a vast dataset of 1 trillion tokens derived from. Hugging Face and ServiceNow jointly oversee BigCode, which has brought together over 600 members from a wide range of academic institutions and. OpenAI Codex vs. You can find the full prompt here and chat with the prompted StarCoder on HuggingChat. 4. Issue with running Starcoder Model on Mac M2 with Transformers library in CPU environment. 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. Dall-E 3 VS MidJourney 5. The current state-of-the-art on HumanEval is Language Agent Tree Search (GPT-4). Reload to refresh your session. This project offers greater flexibility and potential for customization, as developers. 5B parameter models trained on The Stack (v1. 2022. Sourcegraph Cody vs. Copysmith. 5 (ChatGPT) at analyzing Solidity, it is still missing key features, such as the ability to reason about cross-function reentrancy and inter-function relationships in general. 8 vs. 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. It boasts several key features: Self-contained, with no need for a DBMS or cloud service. StableCode using this comparison chart. I mean using GPT4 to judge would tend towards the model with more of a moral code. You have to create a free API token from hugging face personal account and build chrome extension from the github repository (switch to developer mode in chrome extension menu). We have used some of these posts to build our list of alternatives and similar projects. 2), a dataset containing 80+ programming languages from GitHub, excluding opt-out requests. smspillaz/ggml-gobject: GObject-introspectable wrapper for use of GGML on the GNOME platform. 5. There is a 17 page research paper. 4, while PaLM 2 scored 81. Within minutes of using it, I’ve had it solve problems I wasn’t able to do with bing AI or the free GPT. When OpenAI’s Codex, a 12B parameter model based on GPT-3 trained on 100B tokens, was released in July 2021, in. 6) or many other models specifically designed for coding. ago. I haven’t played much with the most recent Codex, but I need to investigate again. Compare ChatGPT vs. Big Code recently released its LLM, StarCoderBase, which was trained on 1 trillion tokens (“words”) in 80 languages from the dataset The Stack, a collection of source code in over 300 languages. TGI enables high-performance text generation using. 2 vs. Even GPT4, heck llama could do better than that. StarCoder takes on GitHub Copilot According to the announcement , StarCoder was found to have outperformed other existing open code LLMs in some cases, including the OpenAI model that powered. What’s the difference between ChatGPT and StarCoder? Compare ChatGPT vs. All Cerebras-GPT models are available on Hugging Face. GPT4 has to run 16 times during each initial query to establish this optimization structure. StarCoder — which is licensed to allow for royalty-free use by anyone, including corporations — was trained in over 80 programming languages. What tokenizers are. Tested GPT-4 8k vs starcoder-gpteacher-code-instruct. :robot: The free, Open Source OpenAI alternative. Share Sort by: Best. 1B parameter models trained on the Python, Java, and JavaScript subset of The Stack (v1. This is the same model as SantaCoder but it can be loaded with transformers >=4. So I think I'm getting to GPT4, but GPT4 doesn't know it's model version. Notion AI: A connected assistant that helps you think bigger, work faster, and augments your creativity, right inside the functional workspace you’re already familiar with. Vicuna: The sun is much larger than the moon. Palm 2 is a newer model than GPT4, and it has been trained on a larger dataset of text and code. Guanaco 7B, 13B, 33B and 65B models by Tim Dettmers: now for your local LLM pleasure. The larger. 5-turbo for natural language to SQL generation tasks on our sql-eval framework, and significantly outperforms all popular open-source models. Compare price, features, and reviews of the software side-by-side to make the best choice for your business. When you ask GPT-3. It has a larger context window, meaning it has longer “memory” and so will be less likely to go haywire. Its training data incorporates more that 80 different programming languages as well as text extracted from GitHub issues and commits and from notebooks. Explorer. co Despite the risks, companies — and loose cohorts of independent developers — are forging ahead, releasing open source multimodal models that, while not as capable as GPT-4V, can accomplish many, if. Slightly adjusted preprocessing of C4 and PTB for more realistic evaluations (used in our updated results); can be activated via the flag -.