[Inferless joins baseten](https://www.baseten.co/blog/announcing-the-acquihire-of-inferless-by-baseten/) [Resources](/content/resources/index.html)/ [Learn](/content/learn/index.html)/exploring-llms-speed-benchmarks-independent-analysis # Exploring LLMs Speed Benchmarks: Independent Analysis March 19, 2024 5 mins read Aishwarya Goel CoFounder & CEO .png) Rajdeep Borgohain DevRel Engineer .png) Table of contents [Introduction](/content/learn/exploring-llms-speed-benchmarks-independent-analysis#introduction-2/index.html) [Key Findings](/content/learn/exploring-llms-speed-benchmarks-independent-analysis#key-findings-2/index.html) [How did we test them](/content/learn/exploring-llms-speed-benchmarks-independent-analysis#how-did-we-test-them-2/index.html) [Detailed Benchmarks](/content/learn/exploring-llms-speed-benchmarks-independent-analysis#detailed-benchmarks-2/index.html) Subscribe to our blog Enter your email address below Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Like what you’re reading Share it with the world ### Introduction This blog takes a closer look at how three advanced 7 billion parameter language models (LLMs)— [LLama2 7Bn](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf), [Mistral 7Bn](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2), and [Gemma 7Bn](https://huggingface.co/google/gemma-7b-it)—perform. We tested them using different setups to see how fast they can process text, which is important for anyone using these models to know. These tests were independently carried out on A100 GPU hosted on Azure not Inferless to provide a fair and unbiased look at how each model handles tasks with various amounts of text to process. Our findings are aimed at developers, researchers, and AI enthusiasts who need to pick the right language model for their work by measuring the speed of these models. By sharing how LLama, Mistral, and Gemma did in our tests, we hope to help you make better choices for your production workloads and keep you at the cutting edge of model performances. ### **Key Findings** In our benchmarking of three LLMs, the results are as follows: 1. **Mistral 7Bn,** in conjunction with TensorRT-LLM, achieved the highest performance, reaching a maximum of 93.63 tokens/sec with 20 Input tokens and 200 Output tokens. This surpassed vLLM by approximately 5.10% in tokens per second. Despite its impressive performance, vLLM was incredibly user-friendly. On the other hand, the CTranslate2 Library produced the lowest results. Mistral 7B 2. **Llama2 7Bn,** using TensorRT-LLM, outperformed vLLM by reaching a maximum of 92.18 tokens/second with 20 Input tokens and 200 Output tokens, which is a slight improvement of 2.80%. Considering the minimal difference and the time-consuming process of using TensorRT-LLM without proper documentation, vLLM is a recommended choice. However, if you're still interested in TensorRT-LLM, we have a [tutorial](https://github.com/inferless/TensorRT-LLM) available for you to read. Llama 2 7bn ‍ 3. **Gemma 7Bn**, using Text Generation Inference, showed impressive performance of approximately 65.86 tokens/sec with 20 input tokens and 100 output tokens. This represents a slight improvement of approximately 3.28% in tokens per second compared to vLLM. However, when comparing to Llama 2 and Mistral, regardless of the libraries used, Gemma 7Bn model exhibits the lowest token/sec performance. Gemma 7Bn Overall, Mistral achieved the highest tokens per second at 93.63 when optimized with TensorRT-LLM, highlighting its efficiency. However, each model displayed unique strengths depending on the conditions or libraries used, emphasizing the absence of a universal solution. More details about these different libraries are mentioned below: | Library | Ease of Use | Time Required | Documentation | GitHub URL | GitHub Stars | | --- | --- | --- | --- | --- | --- | | vLLM | Easy | < 30 minutes | Good | [vLLM Project](https://github.com/vllm-project/vllm) | 16.2k | | TGI | Easy | < 30 minutes | Good | [Text Generation Inference by Hugging Face](https://github.com/huggingface/text-generation-inference) | 7.3k | | DeepSpeed Mii | Easy | < 30 minutes | Good | [DeepSpeed-MII by Microsoft](https://github.com/microsoft/DeepSpeed-MII) | 1.6k | | CTranslate2 | Easy | < 1 Hour | Good | [CTranslate2 by OpenNMT](https://github.com/OpenNMT/CTranslate2) | 2.6k | | Triton+vLLM Backend | Moderate | < 1 Hour | - | [Triton+vLLM Backend by Inferless](https://github.com/inferless/Triton-vLLM-Backend) | Triton: 7k, vLLM Backend: 95 | | TensorRT-LLM | Moderate | < 3 Hours | - | [TensorRT-LLM by Inferless](https://github.com/inferless/TensorRT-LLM) | 5.9k | ‍ ### How did we test them To evaluate leading LLM libraries, we developed a precise and systematic testing strategy. Here's a brief outline of our approach, emphasizing our commitment to accuracy and consistency: - **Testing Platform**: All benchmarks were conducted on A100 GPUs provided by Azure, ensuring unbiased and independent view for our tests. - **Environment Setup**: We utilized Docker containers for vLLM, CTranslate2, and DeepSpeed Mii, alongside official containers for other libraries. This setup guaranteed a uniform testing environment across all libraries. - **Configuration**: Each test was standardized with **`temperature`** set to **`0.5`** and **`top_p`** to **`1`**, allowing us to focus on the libraries' performance without external variables. - **Prompts and Token Ranges**: Our test suite included six unique prompts with input lengths from 20 to 5,000 tokens. We explored three generation lengths (100, 200, and 500 tokens) to assess each library's adaptability to varied task complexities. - **Models and Libraries Tested**: The evaluation featured Gemma 7B, Llama-2 7B, and Mistral 7B models, using libraries such as Text Generation Inference, vLLM, DeepSpeed Mii, CTranslate2, Triton with vLLM Backend, and TensorRT-LLM. ‍ Our approach allowed for an in-depth analysis of each library's handling of diverse text generation tasks, emphasizing efficiency and adaptability. ‍ ### Detailed Benchmarks Now let’s deep dive in the benchmarks.The header meanings are provided below: **Model Name:** The designated model used in the benchmarking. **Library:** The inference library used for the benchmarking. **Tokens\_second**: The rate at which tokens are generated by the model per second. **Input\_tokens:** The overall count of input tokens in the prompt. **Output\_tokens:** The maximum anticipated number of tokens in the response. **Time (second):** The duration taken to receive a response. **Token\_count:** The total number of tokens generated by the model. **Question:** The specific question asked to the model **Answer:** The response generated for the given question. ‍ #### 1\. Mistral 7Bn Airtable - Mistral 7Bn - Tokens/Second Performance Benchmarking Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recwDnheXmeykSRSo) mistralai/Mistral-7B-Instruct-v0.2 2 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/reck6jFqYIrggVVYH) mistralai/Mistral-7B-Instruct-v0.2 3 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recr89YxRGs8nT24T) mistralai/Mistral-7B-Instruct-v0.2 4 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recMPbHyzmTLlvHhb) mistralai/Mistral-7B-Instruct-v0.2 5 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recTCpCTbWtezwcow) mistralai/Mistral-7B-Instruct-v0.2 6 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recHivzIIwrNxQsIe) mistralai/Mistral-7B-Instruct-v0.2 7 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec4L7l6AErAXlySl) mistralai/Mistral-7B-Instruct-v0.2 8 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec40LLdJoRwP1PE8) mistralai/Mistral-7B-Instruct-v0.2 9 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recxaNcEnaiLFrwty) mistralai/Mistral-7B-Instruct-v0.2 10 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recJZfI2BrQUj86dB) mistralai/Mistral-7B-Instruct-v0.2 11 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recHaGisuUX0vUF04) mistralai/Mistral-7B-Instruct-v0.2 12 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recj1Lpu37UlKufra) mistralai/Mistral-7B-Instruct-v0.2 13 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec1RTPmnDwNwcisO) mistralai/Mistral-7B-Instruct-v0.2 14 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recuJM4iiGkXIQG77) mistralai/Mistral-7B-Instruct-v0.2 15 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recNNjos4iLKOwclC) mistralai/Mistral-7B-Instruct-v0.2 Drag to adjust the number of frozen columns vLLM 20 100 86.83710990 1.17461302 102 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program using the Control Panel in Windows: 1. Open Control Panel by typing "Control Panel" in the Start menu search bar or using the Windows key + X and selecting "Control Panel" from the menu. 2. In the Control Panel, select "Programs" or "Apps and Features" depending on your Windows version. 3. Scroll down the list to find the program you want to uninstall, select it, and click "Uninstall." vLLM 20 200 85.99355323 2.34901330 202 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: 1\. Open the Control Panel: You can access the Control Panel by typing "Control Panel" in the search bar of the Start menu or by pressing the Windows key + X and selecting "Control Panel" from the menu that appears. 2\. Go to the Programs and Features section: Once the Control Panel is open, look for the "Programs" category and click on "Programs and Features" under that. 3\. Find the program you want t vLLM 20 500 84.18932326 5.96275134 502 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? Uninstalling a program from your Windows computer using the Control Panel is a straightforward process. Here are the steps you need to follow: 1\. Open the Control Panel: You can access the Control Panel by searching for it in the Start menu or by typing "Control Panel" in the Cortana search box and selecting the app. Alternatively, you can access it by typing "Control Panel" in the Run dialog box (Windows key + R) and pressing Enter. 2\. View Installed Programs: Once you're in the Control Pane vLLM 100 100 85.06428393 1.19909315 102 How can I troubleshoot my Windows laptop that frequently crashes upon startup, displaying error messages related to driver issues, despite numerous attempts to reinstall drivers and perform system restores? It's affecting my productivity, and I'm unsure if it's a hardware or software problem. Additionally, what steps can I take to safeguard my data and files in case of a complete system failure? I'm concerned about potential data loss. Any advice on preventative measures or reliable backup solut I'm sorry to hear about your laptop's frequent crashes and the resulting driver error messages. Before assuming it's a hardware issue, try the following steps: 1. Perform a clean boot to eliminate software conflicts. 2. Check for and remove any malware or viruses. 3. Run the Windows Memory Diagnostic tool to test your RAM. 4. Disable unnecessary startup programs. 5. Update all Windows and device drivers. To vLLM 100 200 84.82478503 2.38137945 202 I understand your concern about your Windows laptop crashing frequently during startup with driver-related error messages. Despite your efforts to reinstall drivers and perform system restores, the issue persists, making it difficult for you to be productive. To troubleshoot this issue, you can try the following steps: 1\. Boot your laptop in Safe Mode: Press the F5 key during startup to enter Safe Mode, which loads only essential drivers and services. If your laptop starts up in Safe Mode, it vLLM 100 500 83.62672877 6.00286544 502 I understand that your Windows laptop's frequent crashes during startup and the persistent driver-related error messages are causing significant productivity loss and concern for potential data loss. Let's explore some troubleshooting steps to help diagnose the issue and safeguard your data. First, let's try some basic troubleshooting steps: 1\. Safe Mode: Restart your laptop in Safe Mode with Networking. This will load only the essential drivers and services, helping to identify if the issue vLLM 200 100 84.79826317 1.20285483 102 Hi there, I recently purchased a new laptop with Windows 11 pre-installed, and I'm excited to start using it for my work and personal tasks. However, I've encountered a few issues that I hope you can help me with. Firstly, I'm having trouble connecting to my Wi-Fi network consistently, despite entering the correct password. Additionally, I'm not sure how to access and customize the new Start menu layout in Windows 11 to better suit my preferences. Furthermore, I'm curious about the security feat Hello! I'd be happy to help you with your Windows 11 issues. Regarding Wi-Fi connectivity, try forgetting and re-adding your network in settings. For the Start menu, you can customize it by right-clicking on an empty space and selecting "Personalize" > "Start" > "Customize the Start menu". Windows 11 includes advanced security features like Microsoft Defender, which can be accessed through the Windows Security app. To vLLM 200 200 84.18399563 2.39950597 202 Hello! I'm glad to hear that you've purchased a new laptop with Windows 11 pre-installed and are excited to start using it. I'd be happy to help you with some common issues and provide tips to make the most out of your Windows 11 experience. Regarding your Wi-Fi connectivity issue, there are a few things you can try. First, ensure that your Wi-Fi adapter is enabled and that your laptop is detecting the network correctly. You can check this by going to the Start menu, typing "Network & Sharing vLLM 200 500 82.68882889 6.07095308 502 Hello and welcome to your new Windows 11 laptop! I'm glad to hear that you're excited about using it for your work and personal tasks. I understand that you've encountered a few issues, and I'd be happy to help you with them. Let's start with the Wi-Fi connection issue. First, make sure your laptop is close enough to the Wi-Fi router and that the router is turned on. You can check the Wi-Fi signal strength by looking at the Wi-Fi icon in the system tray at the bottom right corner of the screen vLLM 500 100 80.58242028 1.26578477 102 Hello, I am a small business owner looking to optimize my company's use of Microsoft Office 365. As we transition more of our operations to digital platforms, I want to ensure that we are leveraging all the features and capabilities of Office 365 to streamline our workflow, improve collaboration among team members, and enhance overall productivity. However, I'm finding it overwhelming to navigate through the multitude of applications, tools, and functionalities within the Office 365 suite. First To optimize Office 365 usage for your small business, start by setting up user accounts with appropriate permissions using Azure Active Directory or your existing authentication system. Use SharePoint Online as a centralized document repository with a well-organized site structure for easy document access and real-time collaboration. Microsoft Teams offers chat, calling, and meeting features for enhanced communication and collaboration, with integrations and add-ons for extended functionality. vLLM 500 200 81.48098262 2.47910609 202 Managing Office 365 for a small business can be an overwhelming task, especially when it comes to setting up user accounts, permissions, and maximizing collaboration and productivity. Here are some best practices and recommendations for optimizing your use of Office 365: 1\. User Accounts and Permissions: Assigning the right permissions to team members is crucial for maintaining security and productivity. Use Azure Active Directory (AAD) to manage user accounts and group policies to assign perm vLLM 500 500 81.53307179 6.15701076 502 Managing and optimizing the use of Microsoft Office 365 for a small business can be an intricate process, especially with its extensive range of applications, tools, and functionalities. As a small business owner, your focus is understandably on streamlining workflow, enhancing collaboration, and improving overall productivity. In this response, I will provide you with best practices for setting up user accounts, managing permissions, utilizing collaborative features, exploring project manageme vLLM 1000 100 78.15686251 1.30506774 102 I hope this message finds you well. As a loyal user of Microsoft's software products for an extended period, I've had an overall positive experience. However, recent challenges have arisen that I believe require your expertise to address effectively. Allow me to provide some context about my situation. I run a small e-commerce business specializing in handmade crafts. We heavily rely on various software solutions to efficiently manage our operations, ranging from inventory and order management t I understand your concerns regarding Microsoft Office performance issues, collaboration challenges, and email management in your small e-commerce business. You've experienced lag and crashes in Excel, version control issues in Word, and unwanted emails in Outlook, as well as security concerns. To address these challenges, consider optimizing settings, using cloud-based solutions like Microsoft 365, and exploring third-party tools for productivity enhancements. Regarding Excel, check hardware li vLLM 1000 200 80.02433485 2.52423217 202 Dear Valued Customer, Thank you for sharing your experiences and concerns regarding the performance and usability challenges you've encountered while using Microsoft's suite of products for your e-commerce business. I understand the importance of these tools in managing your operations and the impact that these issues have on your productivity. Regarding the performance issues with Excel and Word, I recommend checking your hardware specifications, such as RAM and processing power, to ensure t vLLM 1000 500 81.28667787 6.17567372 502 Dear Valued Customer, I appreciate your detailed message expressing your concerns and challenges with using Microsoft's software products for your e-commerce business. I understand that your team relies heavily on these applications for managing various aspects of your operations, and any disruptions or inefficiencies can have a significant impact on your productivity and success. Regarding the performance issues you've encountered with Excel and Word, it's essential to identify the root caus 115 records Summary Summary Sum 122760 Sum 28800 Sum 8125.35756174 Sum 382.42421756 Sum 28518 Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ #### 2\. Llama 2 7Bn Airtable - Llama2 7Bn - Tokens/Second Performance Benchmarking Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recaSv3HvQS2KAA1V) meta-llama/Llama-2-7b-chat-hf 2 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recMDV5JkvRIOnsZY) meta-llama/Llama-2-7b-chat-hf 3 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recJFJ8eQZD6s9LJX) meta-llama/Llama-2-7b-chat-hf 4 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recv6it1xJ7IIrC0Y) meta-llama/Llama-2-7b-chat-hf 5 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recYdUSr0IfQICyWm) meta-llama/Llama-2-7b-chat-hf 6 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recCDdBCZGVyiWBo3) meta-llama/Llama-2-7b-chat-hf 7 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recPWeZZ3R89EPu3k) meta-llama/Llama-2-7b-chat-hf 8 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recq2HSLZj3CEDwZs) meta-llama/Llama-2-7b-chat-hf 9 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recN4SgJxDVivnDEd) meta-llama/Llama-2-7b-chat-hf 10 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/rec9j5qH6Rq7fcfhJ) meta-llama/Llama-2-7b-chat-hf 11 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recStzRqDLgBeXKbK) meta-llama/Llama-2-7b-chat-hf 12 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recTkmevNctTmcTVp) meta-llama/Llama-2-7b-chat-hf 13 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recMhAAYu8siG5WIx) meta-llama/Llama-2-7b-chat-hf 14 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recgGtxxaJN7PQGI5) meta-llama/Llama-2-7b-chat-hf 15 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recZYAJm1y3Csd8tU) meta-llama/Llama-2-7b-chat-hf Drag to adjust the number of frozen columns vLLM 101 1.11012130 90.98104889 100 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: 1\. Open the Control Panel by searching for it in the Start menu. 2\. Click on "Programs and Features" or "Add or Remove Programs," depending on your Windows version. 3\. Locate the program you want to uninstall and click on it. 4\. Click the "Uninstall" button to begin the uninstallation process. 5\. Follow vLLM 201 2.22474707 90.34734909 200 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: 1\. Open the Control Panel by clicking on the Start menu and selecting it. 2\. Click on "Programs and Features" (in Windows 10) or "Add or Remove Programs" (in Windows 7 or 8). 3\. Locate the program you want to uninstall and click on it. 4\. Click the "Uninstall" button to begin the uninstallation process. 5\. Follow the prompts to complete the uninstallation. 6\. Once the uninstallation is complete, you vLLM 501 5.66704406 88.40587701 500 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? Uninstalling a program from your Windows computer using the Control Panel is a straightforward process that can be completed in a few steps. Here's a step-by-step guide on how to uninstall a program using the Control Panel on your Windows computer: Step 1: Open the Control Panel To begin the uninstallation process, open the Control Panel on your Windows computer. You can do this by clicking on the Start button and typing "Control Panel" in the search bar. Alternatively, you can click on the W vLLM 101 1.12867646 89.48534318 100 100 To troubleshoot your Windows laptop's frequent crashes and error messages, try the following steps: 1\. Check for hardware issues by running a diagnostic test on your computer's hardware. 2\. Update your drivers to the latest version. 3\. Run a system restore to a previous point when the laptop was working properly. 4\. If the issue persists, consider reinstalling Windows or performing a clean installation. To safeguard your data and vLLM 201 2.25767843 89.02950827 200 100 If your Windows laptop is frequently crashing upon startup and displaying error messages related to driver issues, despite multiple attempts to reinstall drivers and perform system restores, it may indicate a hardware or software problem. To troubleshoot the issue, try the following steps: 1\. Check for loose or damaged hardware components, such as RAM or hard drive connectors, and ensure they are securely in place. 2\. Run a system scan using built-in tools like System File Checker (SFC) or DI vLLM 501 5.70441267 87.82674557 500 100 Sorry to hear that your Windows laptop is experiencing frequent crashes upon startup and displaying error messages related to driver issues. It can be frustrating and stressful when your device is not functioning properly, especially when it's affecting your productivity. In this response, I will provide some troubleshooting steps and recommendations to help you resolve the issue, as well as some preventative measures and backup solutions to safeguard your data and files. Troubleshooting Step vLLM 101 1.14075332 88.53798478 100 200 Sure, I'd be happy to help you with your Windows 11 issues! To connect to your Wi-Fi network consistently, try checking the Wi-Fi settings in Settings > Network & Internet, and make sure the network is listed and selected. To customize the Start menu, click on the Start button and drag the icons to your desired position. Windows 11 has advanced security features like Windows Defender and Firewall, which can be accessed in Settings > Update & vLLM 201 2.27805445 88.23318508 200 200 Thank you for reaching out! I'd be happy to help you with your Windows 11 issues and provide some tips on how to make the most out of your new operating system. Firstly, regarding the Wi-Fi connectivity issues, you can try updating your Wi-Fi driver, checking for any software conflicts, or resetting your network adapter. If the problem persists, you may want to consult with your internet service provider for further assistance. Regarding the Start menu customization, Windows 11 offers a lot vLLM 501 5.76340826 86.92773052 500 200 Hello! Congratulations on your new Windows 11 laptop! I'm here to help you troubleshoot the issues you're experiencing and provide tips on how to get the most out of your new operating system. Firstly, regarding the Wi-Fi connectivity issues, there could be a few reasons why you're having trouble connecting to your network. Here are some steps you can try: 1\. Check your Wi-Fi settings: Make sure that Wi-Fi is enabled in the Network & Internet settings. Also, ensure that your laptop is in ran vLLM 101 1.20056445 84.12709566 100 500 As a small business owner, leveraging the full potential of Microsoft Office 365 can help you streamline workflows, improve collaboration, and enhance productivity. To set up user accounts and permissions, create a centralized document repository, and utilize collaboration tools, follow these best practices: 1\. Set up user accounts and permissions: Use Azure Active Directory (AAD) to manage user accounts and assign appropriate permissions. 2\. Integrate existing user authentication system: vLLM 201 2.35855303 85.22174303 200 500 As a small business owner looking to optimize your company's use of Microsoft Office 365, there are several key areas you should focus on to maximize productivity, collaboration, and security. 1\. User Accounts and Permissions: To manage access levels for different team members, you can create custom roles and assign permissions based on job responsibilities. This will help ensure that users only have access to the features and data they need to perform their job functions. Office 365 also off vLLM 501 5.84238660 85.75262722 500 500 As a small business owner, it's great that you're looking to optimize your company's use of Microsoft Office 365 to streamline workflows, improve collaboration, and enhance productivity. Here are some best practices, strategies, and recommendations to help you make the most of your Office 365 subscription: 1\. Setting up user accounts and permissions: \\* Create separate user accounts for each team member, including guest accounts for external collaborators. \\* Assign appropriate permissions ba vLLM 101 1.26401633 79.90403086 100 1000 As a loyal Microsoft user, I'm facing performance, compatibility, and security issues with their software applications, particularly Excel, Word, and Outlook. These challenges hinder our productivity and pose concerns for our small e-commerce business. I'm interested in addressing these issues and exploring Microsoft 365 migration, best practices, and third-party integrations to optimize our use of their products. I seek guidance on configuring settings, managing collaboration, and vLLM 201 2.40818785 83.46524954 200 1000 Dear \[Microsoft Support\], I hope this message finds you well. I am writing to seek your expertise in addressing several challenges my small e-commerce business is facing in utilizing Microsoft's software products. Despite our overall positive experience with the suite of products, we have encountered performance issues, compatibility concerns, and security questions that are hindering our productivity and growth. Our primary applications include Word, Excel, and Outlook, which have served us vLLM 501 5.90044101 84.90890756 500 1000 Dear \[Customer\], Thank you for reaching out to us with your concerns and questions regarding your experience with Microsoft's software products. We understand the importance of efficient and seamless workflows, especially for small businesses like yours that rely heavily on technology to manage their operations. We're here to help you address the performance issues, collaboration challenges, and security concerns you're facing with Microsoft Office applications, as well as provide guidance on 95 records Summary Summary Sum 24023 Sum 297.34748391 Sum 7331.21922273 Sum 24000 Sum 32760 Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ #### 3\. Gemma 7Bn Airtable - Gemma 7Bn - Tokens/Second Performance Benchmark Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recm4XFaCGgQtGsrH) google/gemma-7b-it 2 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recrZ841n1NTbLCg2) google/gemma-7b-it 3 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec5cYDvJfdh30DdD) google/gemma-7b-it 4 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec27hEa22EN2R9SG) google/gemma-7b-it 5 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recNnqLP9RdHDNOH0) google/gemma-7b-it 6 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recoMNWwxmu0GcDdW) google/gemma-7b-it 7 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec7nHrKQ2Pzsl63C) google/gemma-7b-it 8 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/reciWw2J1ygfocs7J) google/gemma-7b-it 9 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recl0TioJxblrl2wm) google/gemma-7b-it 10 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/receNi5qENFYLAdrm) google/gemma-7b-it 11 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recPaKgUgExTZgnoB) google/gemma-7b-it 12 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rectY3yTQnnopBjPx) google/gemma-7b-it 13 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recW5rQ3poKMOoEtM) google/gemma-7b-it 14 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recbKjVfwhjPRuoSM) google/gemma-7b-it 15 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recFth1XjJEkfcaje) google/gemma-7b-it Drag to adjust the number of frozen columns vLLM 20 100 64.90005296 1.15562309 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 75 \*\*Sure, here are the steps to uninstall a program from your Windows computer using the Control Panel:\*\* 1\. Open the Control Panel by clicking on the Start menu and selecting Control Panel. 2\. Click on Programs and Features. 3\. Select the program you want to uninstall and click on Uninstall. 4\. Follow the prompts to complete the uninstall process. vLLM 20 200 63.40030280 3.09146789 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 196 \*\*Sure, here are the steps to uninstall a program from your Windows computer using the Control Panel:\*\* 1\. \*\*Open the Control Panel:\*\* Click on the Start menu and select Control Panel. 2\. \*\*Click on Programs:\*\* In the Control Panel, click on Programs and Features. 3\. \*\*Select the program you want to uninstall:\*\* In the Programs and Features list, select the program you want to uninstall. 4\. \*\*Click on Uninstall:\*\* Click on the Uninstall button. 5\. \*\*Follow the prompts:\*\* Follow the inst vLLM 20 500 61.60822744 4.82078470 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 297 \*\*Step 1: Open the Control Panel\*\* \\* Right-click on the Start menu and select Control Panel. \\* Alternatively, you can press the Windows key + R and type control panel. \*\*Step 2: Navigate to Programs and Features\*\* \\* In the Control Panel, click on Programs and Features. \\* This will open the Programs and Features window. \*\*Step 3: Select the program you want to uninstall\*\* \\* In the Programs and Features window, scroll down to the program you want to uninstall. \\* Click on the program name to s vLLM 100 100 62.09842638 1.62645023 101 \*\*Troubleshooting Windows Laptop Crashing Upon Startup:\*\* \*\*1\. Hardware or Software Problem:\*\* \- To determine if the issue is hardware or software, check for physical damage, loose cables, and malware infections. If hardware is suspect, consider professional repair. Otherwise, proceed with software troubleshooting. \*\*2\. Driver Issues:\*\* \- Reinstall drivers for the motherboard, graphics card, and other essential hardware. Ensure drivers are compatible with Windows 10 and your specific device mo vLLM 100 200 60.79522471 3.30618072 201 \*\*Troubleshooting Windows Laptop Crashing on Startup:\*\* \*\*1\. Hardware or Software Issue:\*\* \- If the laptop crashes consistently upon startup, it's a software problem, not hardware. \- Reinstalling drivers and performing system restores haven't resolved the issue, indicating a deeper problem. \*\*2\. System File Checker:\*\* \- Run the System File Checker (sfc) to scan for corrupted system files. \- Use the command prompt: \`sfc /scannow\` to execute the tool. \*\*3\. Clean Boot:\*\* \- Perform a clean boot t vLLM 100 500 57.07444038 8.70792594 497 \*\*Troubleshooting Windows Laptop Crashing on Startup\*\* \*\*Possible Causes:\*\* \\* Faulty hardware drivers \\* Corrupted system files \\* Malware or viruses \\* Hardware issues \\* Software conflicts \*\*Troubleshooting Steps:\*\* \*\*1\. Reinstall Drivers:\*\* \\* Ensure you have the latest drivers for your hardware. \\* Use the manufacturer's website to download and install drivers. \\* Update Windows drivers through Device Manager. \*\*2\. Perform System Restore:\*\* \\* If the above steps don't resolve the issue, try r vLLM 200 100 59.84116484 1.68780137 101 \*\*Sure, here's how I can help:\*\* \*\*1\. Wi-Fi Connection Issues:\*\* \- Check your network adapter drivers are up-to-date. \- Ensure your wireless network adapter is enabled and the antenna is properly connected. \- Verify the network name (SSID) and password are correct. \- Try restarting your router and laptop. \*\*2\. Start Menu Customization:\*\* \- Right-click on the Start menu and select "Settings." \- Click on vLLM 200 200 58.57978679 3.43121768 201 \*\*Subject: Windows 11 Help Request\*\* Hi, I'm writing to seek your guidance on optimizing my usage of Windows 11. I've recently purchased a new laptop with the operating system pre-installed and am eager to get started. However, I'm experiencing a few issues that I'd like you to help me with. \*\*Issues:\*\* \\* Consistent Wi-Fi connection problems despite entering the correct password. \\* Unfamiliarity with the new Start menu layout and how to customize it to suit my preferences. \\* Understanding th vLLM 200 500 56.27090051 7.55274922 425 \*\*Sure, here's how to optimize your usage of Windows 11:\*\* \*\*1\. Wi-Fi Connection Issues:\*\* \\* Ensure your Wi-Fi adapter drivers are up-to-date. \\* Check if your network adapter is physically damaged or loose. \\* Verify the wireless network name (SSID) and password are correct. \\* Restart your router and laptop. \\* If the problem persists, consider troubleshooting your network adapter or seeking technical support. \*\*2\. Start Menu Customization:\*\* \\* Right-click on the Start menu and select "Persona vLLM 500 100 52.31432216 1.93063765 101 \## Office 365 Optimization for Small Businesses \*\*User Accounts and Permissions:\*\* \\* Set up different user types with varying permission levels based on roles within the organization. \\* Integrate existing user authentication systems with Office 365 for seamless access management. \*\*Collaboration Tools:\*\* \\* Utilize SharePoint Online for a centralized document repository and collaborative editing. \\* Organize SharePoint sites according to project or team structure for easy document retrieval. \* vLLM 500 200 53.75356383 3.73928696 201 Sure, here are some insights, recommendations, and best practices for optimizing your use of Microsoft Office 365: \*\*User Accounts and Permissions:\*\* \\* Create a clear and consistent hierarchy of user roles and permissions based on job functions and access needs. \\* Utilize Microsoft 365 Groups to manage user permissions and simplify access control. \\* Integrate your existing user authentication system with Office 365 to streamline access management. \*\*Collaborative Features:\*\* \\* Leverage Share vLLM 500 500 53.97076837 9.28280280 501 \## Office 365 Optimization for Small Businesses: A Guide to Streamlining Workflow, Collaboration, and Productivity \*\*Setting Up User Accounts and Permissions:\*\* \\* Create a clear and consistent organizational structure within SharePoint and Teams to manage user permissions effectively. \\* Implement role-based access control (RBAC) to assign permissions based on specific roles and responsibilities. \\* Utilize group memberships to simplify permission management and assign permissions to multiple us vLLM 1000 100 52.01561451 1.94172463 101 This message is well-structured and clearly outlines the challenges you're facing with Microsoft products and the desired solutions. It's well-written and concise, hitting the key points without rambling. Here are some potential areas of improvement: \\* \*\*Reduce the length:\*\* While the message is well-written, it's a bit long. You could condense it to be more concise, focusing on the most important points. \\* \*\*Prioritize the issues:\*\* You could prioritize the issues you' vLLM 1000 200 53.20791072 3.77763376 201 This message is well-written and clearly outlines the challenges you're facing with Microsoft products. It's concise, well-structured, and covers a wide range of topics related to your concerns. Here are some potential areas for improvement: \*\*1\. Personalize the message:\*\* While the message is well-written, it could be more personalized to the recipient. For example, you could include the recipient's name and reference any previous interactions you have had with them. \*\*2\. Prioritize your conc vLLM 1000 500 53.43504438 6.15700808 329 \## Summary This is a well-written email outlining a small e-commerce business's challenges with Microsoft's Office suite and Outlook and seeking solutions to improve productivity, collaboration, and security. It includes specific concerns about Excel and Word performance issues, collaboration challenges, email management problems, and security vulnerabilities. The email also seeks guidance on migrating to Microsoft 365 and optimizing the use of various tools and features. \*\*Strengths:\*\* \\* \*\*C 94 records Summary Summary Sum 102300 Sum 24000 Sum 4610.48702223 Sum 463.67846655 Summary Sum 22314 Summary Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ _Noter: We appreciate and look forward to your thoughts or insights to help refine our benchmarks better. Our objective is to empower decisions with data, not to discount any service._ ### Introduction ### **Key Findings** In our benchmarking of three LLMs, the results are as follows: Mistral 7B Llama 2 7bn ‍ Gemma 7Bn More details about these different libraries are mentioned below: ‍ ### How did we test them ‍ Our approach allowed for an in-depth analysis of each library's handling of diverse text generation tasks, emphasizing efficiency and adaptability. ‍ ### Detailed Benchmarks Now let’s deep dive in the benchmarks.The header meanings are provided below: **Model Name:** The designated model used in the benchmarking. **Library:** The inference library used for the benchmarking. **Tokens\_second**: The rate at which tokens are generated by the model per second. **Input\_tokens:** The overall count of input tokens in the prompt. **Output\_tokens:** The maximum anticipated number of tokens in the response. **Time (second):** The duration taken to receive a response. **Token\_count:** The total number of tokens generated by the model. **Question:** The specific question asked to the model **Answer:** The response generated for the given question. ‍ #### 1\. Mistral 7Bn Airtable - Mistral 7Bn - Tokens/Second Performance Benchmarking Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recwDnheXmeykSRSo) mistralai/Mistral-7B-Instruct-v0.2 2 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/reck6jFqYIrggVVYH) mistralai/Mistral-7B-Instruct-v0.2 3 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recr89YxRGs8nT24T) mistralai/Mistral-7B-Instruct-v0.2 4 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recMPbHyzmTLlvHhb) mistralai/Mistral-7B-Instruct-v0.2 5 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recTCpCTbWtezwcow) mistralai/Mistral-7B-Instruct-v0.2 6 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recHivzIIwrNxQsIe) mistralai/Mistral-7B-Instruct-v0.2 7 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec4L7l6AErAXlySl) mistralai/Mistral-7B-Instruct-v0.2 8 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec40LLdJoRwP1PE8) mistralai/Mistral-7B-Instruct-v0.2 9 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recxaNcEnaiLFrwty) mistralai/Mistral-7B-Instruct-v0.2 10 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recJZfI2BrQUj86dB) mistralai/Mistral-7B-Instruct-v0.2 11 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recHaGisuUX0vUF04) mistralai/Mistral-7B-Instruct-v0.2 12 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recj1Lpu37UlKufra) mistralai/Mistral-7B-Instruct-v0.2 13 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/rec1RTPmnDwNwcisO) mistralai/Mistral-7B-Instruct-v0.2 14 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recuJM4iiGkXIQG77) mistralai/Mistral-7B-Instruct-v0.2 15 [Expand](https://airtable.com/embed/appgV2x9nH6fQNtfu/shrdcivt5m3967XJX/tbldE33v9TFaAPmu7/viwVyhUU03P80Wuci/recNNjos4iLKOwclC) mistralai/Mistral-7B-Instruct-v0.2 Drag to adjust the number of frozen columns vLLM 20 100 86.83710990 1.17461302 102 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? vLLM 20 200 85.99355323 2.34901330 202 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: vLLM 20 500 84.18932326 5.96275134 502 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? Uninstalling a program from your Windows computer using the Control Panel is a straightforward process. Here are the steps you need to follow: 2\. View Installed Programs: Once you're in the Control Pane vLLM 100 100 85.06428393 1.19909315 102 To vLLM 100 200 84.82478503 2.38137945 202 To troubleshoot this issue, you can try the following steps: vLLM 100 500 83.62672877 6.00286544 502 First, let's try some basic troubleshooting steps: 1\. Safe Mode: Restart your laptop in Safe Mode with Networking. This will load only the essential drivers and services, helping to identify if the issue vLLM 200 100 84.79826317 1.20285483 102 vLLM 200 200 84.18399563 2.39950597 202 vLLM 200 500 82.68882889 6.07095308 502 vLLM 500 100 80.58242028 1.26578477 102 vLLM 500 200 81.48098262 2.47910609 202 vLLM 500 500 81.53307179 6.15701076 502 vLLM 1000 100 78.15686251 1.30506774 102 vLLM 1000 200 80.02433485 2.52423217 202 Dear Valued Customer, Regarding the performance issues with Excel and Word, I recommend checking your hardware specifications, such as RAM and processing power, to ensure t vLLM 1000 500 81.28667787 6.17567372 502 Dear Valued Customer, Regarding the performance issues you've encountered with Excel and Word, it's essential to identify the root caus 115 records Summary Summary Sum 122760 Sum 28800 Sum 8125.35756174 Sum 382.42421756 Sum 28518 Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ #### 2\. Llama 2 7Bn Airtable - Llama2 7Bn - Tokens/Second Performance Benchmarking Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recaSv3HvQS2KAA1V) meta-llama/Llama-2-7b-chat-hf 2 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recMDV5JkvRIOnsZY) meta-llama/Llama-2-7b-chat-hf 3 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recJFJ8eQZD6s9LJX) meta-llama/Llama-2-7b-chat-hf 4 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recv6it1xJ7IIrC0Y) meta-llama/Llama-2-7b-chat-hf 5 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recYdUSr0IfQICyWm) meta-llama/Llama-2-7b-chat-hf 6 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recCDdBCZGVyiWBo3) meta-llama/Llama-2-7b-chat-hf 7 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recPWeZZ3R89EPu3k) meta-llama/Llama-2-7b-chat-hf 8 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recq2HSLZj3CEDwZs) meta-llama/Llama-2-7b-chat-hf 9 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recN4SgJxDVivnDEd) meta-llama/Llama-2-7b-chat-hf 10 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/rec9j5qH6Rq7fcfhJ) meta-llama/Llama-2-7b-chat-hf 11 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recStzRqDLgBeXKbK) meta-llama/Llama-2-7b-chat-hf 12 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recTkmevNctTmcTVp) meta-llama/Llama-2-7b-chat-hf 13 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recMhAAYu8siG5WIx) meta-llama/Llama-2-7b-chat-hf 14 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recgGtxxaJN7PQGI5) meta-llama/Llama-2-7b-chat-hf 15 [Expand](https://airtable.com/embed/appyPhNQuiKijBNc5/shrybdZSIvAzl1M5J/tblHYjj1K87LWmLav/viwF0fFpyCikuO5It/recZYAJm1y3Csd8tU) meta-llama/Llama-2-7b-chat-hf Drag to adjust the number of frozen columns vLLM 101 1.11012130 90.98104889 100 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: vLLM 201 2.22474707 90.34734909 200 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? To uninstall a program from your Windows computer using the Control Panel, follow these steps: vLLM 501 5.66704406 88.40587701 500 20 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? vLLM 101 1.12867646 89.48534318 100 100 To troubleshoot your Windows laptop's frequent crashes and error messages, try the following steps: To safeguard your data and vLLM 201 2.25767843 89.02950827 200 100 vLLM 501 5.70441267 87.82674557 500 100 Troubleshooting Step vLLM 101 1.14075332 88.53798478 100 200 vLLM 201 2.27805445 88.23318508 200 200 Regarding the Start menu customization, Windows 11 offers a lot vLLM 501 5.76340826 86.92773052 500 200 1\. Check your Wi-Fi settings: Make sure that Wi-Fi is enabled in the Network & Internet settings. Also, ensure that your laptop is in ran vLLM 101 1.20056445 84.12709566 100 500 vLLM 201 2.35855303 85.22174303 200 500 vLLM 501 5.84238660 85.75262722 500 500 vLLM 101 1.26401633 79.90403086 100 1000 vLLM 201 2.40818785 83.46524954 200 1000 Dear \[Microsoft Support\], Our primary applications include Word, Excel, and Outlook, which have served us vLLM 501 5.90044101 84.90890756 500 1000 Dear \[Customer\], 95 records Summary Summary Sum 24023 Sum 297.34748391 Sum 7331.21922273 Sum 24000 Sum 32760 Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ #### 3\. Gemma 7Bn Airtable - Gemma 7Bn - Tokens/Second Performance Benchmark Views Grid view team Hide fields Filter Group Sort 1 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recm4XFaCGgQtGsrH) google/gemma-7b-it 2 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recrZ841n1NTbLCg2) google/gemma-7b-it 3 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec5cYDvJfdh30DdD) google/gemma-7b-it 4 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec27hEa22EN2R9SG) google/gemma-7b-it 5 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recNnqLP9RdHDNOH0) google/gemma-7b-it 6 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recoMNWwxmu0GcDdW) google/gemma-7b-it 7 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rec7nHrKQ2Pzsl63C) google/gemma-7b-it 8 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/reciWw2J1ygfocs7J) google/gemma-7b-it 9 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recl0TioJxblrl2wm) google/gemma-7b-it 10 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/receNi5qENFYLAdrm) google/gemma-7b-it 11 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recPaKgUgExTZgnoB) google/gemma-7b-it 12 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/rectY3yTQnnopBjPx) google/gemma-7b-it 13 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recW5rQ3poKMOoEtM) google/gemma-7b-it 14 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recbKjVfwhjPRuoSM) google/gemma-7b-it 15 [Expand](https://airtable.com/embed/appWLBIiGzL4D4ITR/shrJmYdvp4PP5XoVp/tblHUeIJylsgYptuv/viwyws0Wu1n48KwYL/recFth1XjJEkfcaje) google/gemma-7b-it Drag to adjust the number of frozen columns vLLM 20 100 64.90005296 1.15562309 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 75 \*\*Sure, here are the steps to uninstall a program from your Windows computer using the Control Panel:\*\* vLLM 20 200 63.40030280 3.09146789 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 196 \*\*Sure, here are the steps to uninstall a program from your Windows computer using the Control Panel:\*\* 1\. \*\*Open the Control Panel:\*\* Click on the Start menu and select Control Panel. 2\. \*\*Click on Programs:\*\* In the Control Panel, click on Programs and Features. 3\. \*\*Select the program you want to uninstall:\*\* In the Programs and Features list, select the program you want to uninstall. 4\. \*\*Click on Uninstall:\*\* Click on the Uninstall button. 5\. \*\*Follow the prompts:\*\* Follow the inst vLLM 20 500 61.60822744 4.82078470 What are the steps I need to take uninstall a program from my Windows computer using the Control Panel? 297 \*\*Step 1: Open the Control Panel\*\* \\* Right-click on the Start menu and select Control Panel. \\* Alternatively, you can press the Windows key + R and type control panel. \*\*Step 2: Navigate to Programs and Features\*\* \\* In the Control Panel, click on Programs and Features. \\* This will open the Programs and Features window. \*\*Step 3: Select the program you want to uninstall\*\* \\* In the Programs and Features window, scroll down to the program you want to uninstall. \\* Click on the program name to s vLLM 100 100 62.09842638 1.62645023 101 \*\*Troubleshooting Windows Laptop Crashing Upon Startup:\*\* vLLM 100 200 60.79522471 3.30618072 201 \*\*Troubleshooting Windows Laptop Crashing on Startup:\*\* \*\*3\. Clean Boot:\*\* \- Perform a clean boot t vLLM 100 500 57.07444038 8.70792594 497 \*\*Troubleshooting Windows Laptop Crashing on Startup\*\* \*\*Possible Causes:\*\* \\* Faulty hardware drivers \\* Corrupted system files \\* Malware or viruses \\* Hardware issues \\* Software conflicts \*\*Troubleshooting Steps:\*\* \*\*1\. Reinstall Drivers:\*\* \*\*2\. Perform System Restore:\*\* \\* If the above steps don't resolve the issue, try r vLLM 200 100 59.84116484 1.68780137 101 \*\*Sure, here's how I can help:\*\* \*\*2\. Start Menu Customization:\*\* \- Right-click on the Start menu and select "Settings." \- Click on vLLM 200 200 58.57978679 3.43121768 201 \*\*Subject: Windows 11 Help Request\*\* Hi, \*\*Issues:\*\* vLLM 200 500 56.27090051 7.55274922 425 \*\*Sure, here's how to optimize your usage of Windows 11:\*\* \*\*1\. Wi-Fi Connection Issues:\*\* \*\*2\. Start Menu Customization:\*\* \\* Right-click on the Start menu and select "Persona vLLM 500 100 52.31432216 1.93063765 101 \## Office 365 Optimization for Small Businesses \*\*User Accounts and Permissions:\*\* \*\*Collaboration Tools:\*\* vLLM 500 200 53.75356383 3.73928696 201 Sure, here are some insights, recommendations, and best practices for optimizing your use of Microsoft Office 365: \*\*User Accounts and Permissions:\*\* \*\*Collaborative Features:\*\* \\* Leverage Share vLLM 500 500 53.97076837 9.28280280 501 \## Office 365 Optimization for Small Businesses: A Guide to Streamlining Workflow, Collaboration, and Productivity \*\*Setting Up User Accounts and Permissions:\*\* vLLM 1000 100 52.01561451 1.94172463 101 vLLM 1000 200 53.20791072 3.77763376 201 \*\*2\. Prioritize your conc vLLM 1000 500 53.43504438 6.15700808 329 \## Summary \*\*Strengths:\*\* \\* \*\*C 94 records Summary Summary Sum 102300 Sum 24000 Sum 4610.48702223 Sum 463.67846655 Summary Sum 22314 Summary Summary Summary ### Alert Lorem ipsum Okay View larger version StripeM-Inner ‍ Table of contents