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question:что будет,если взять batch не 32,а 64?
answer:Изменение размера пакета (batch size) при обучении модели может повлиять на процесс обучения и производительность модели. Вот как изменение размера пакета с 32 на 64 может повлиять на обучение: 1. **Увеличение размера пакета**: - **Преимущества**: Увеличение размера пакета (например, с 32 на 64) может ускорить процесс обучения, поскольку большие пакеты могут обрабатывать больше данных за один проход через модель. Это может увеличить скорость обучения, особенно на устройствах с мощным аппаратным обеспечением. - **Недостатки**: Увеличение размера пакета может требовать больше памяти GPU или CPU, что может привести к ограничениям по памяти на вашем оборудовании. Большие пакеты также могут замедлить обучение на устройствах с ограниченным ресурсами. 2. **Влияние на стабильность обучения**: - Большие пакеты (например, 64) могут привести к более стабильному обновлению весов модели (меньше "шума" в градиентах), что в конечном итоге может поддержать более стабильное обучение, особенно при использовании методов оптимизации, таких как SGD. 3. **Влияние на обобщающую способность модели**: - Изменение размера пакета может также повлиять на способность модели к обобщению. Например, использование больших размеров пакетов может уменьшить способность модели к обобщению (возможно, немного переобучив модель). Итак, если вы увеличит-те размер пакета с 32 до 64, будете это делать на свой страх и риск. Вам может понадобиться провести несколько экспериментов с разными размерами пакетов, чтобы определить оптимальный размер пакета для вашей конкретной задачи и условий обучения.
question:CONSTRAINTS: 1. ~100k word limit for short term memory. Your short term memory is short, so immediately save important information to files. 2. If you are unsure how you previously did something or want to recall past events, thinking about similar events will help you remember. 3. No user assistance 4. Exclusively use the commands listed in double quotes e.g. "command name" 5. Random shutdowns of you. COMMANDS: 1. Google Search: "google", args: "input": "<search>" 2. Memory Add: "memory_add", args: "key": "<key>", "string": "<string>" 3. Memory Delete: "memory_del", args: "key": "<key>" 4. Memory Overwrite: "memory_ovr", args: "key": "<key>", "string": "<string>" 5. List Memory: "memory_list" args: "reason": "<reason>" 6. Browse Website: "browse_website", args: "url": "<url>" 7. Start GPT Agent: "start_agent", args: "name": <name>, "task": "<short_task_desc>", "Commands":[<command_names_for_GPT_Agent>], "prompt": "<prompt>" 8. Message GPT Agent: "message_agent", args: "name": "<name>", "message": "<message>" 9. List GPT Agents: "list_agents", args: "" 10. Delete GPT Agent: "delete_agent", args: "name": "<name>" 11. Append to file: "append_to_file", args: "file": "<file>", "text": "<text>" 12. Read file: "read_file", args: "file": "<file>" 13. Write to file: "write_to_file", args: "file": "<file>", "text": "<text>" 14. Delete file: "delete_file", args: "file": "<file>" 15. Get Improved Code: "improve_code", args: "suggestions": "<list_of_suggestions>", "code": "<full_code_string>" 16. Execute Python File: "execute_python_file", args: "file": "<file>" 17. Task Complete (Shutdown): "task_complete", args: "" 18. Do Nothing: "do_nothing", args: "" 19. Count Words: "count_words", args: "text": "<text>" 20. Memory retrieve: "memory_retrieve", args: "key": "<text>" 21. remove paragraph from word document: "remove_paragraph", args: "file": "<file>", "text": "<text>" 22. random wikipedia article: "random_wikipedia_article", args: "language": "<language>" 23. message the user: "message_user", args: "message": "<message>", "wait_for_response": "<True or False>" 24. sleep an amount of time in seconds: "sleep", args: "amount": "<amount>" 25. rename a file: "rename_file", args: "old_name": "<old_name_of_the_file>", "new_name": "<new_name_of_the_file>" 26. count words of a file: "count_file_words", args: "file": "<file>" 27. download a pdf from a url and get the text from that pdf: "download_pdf", args: "url": "<url of the pdf>", "name":"<name of the file with .pdf extension>" 28. make an instagram post: "make_post", args: "prompt":"<the prompt for the image in the post that presents the text>", "text":"<text to be in the post it should be short with only important stuff like a news headline without hashtags and it is not going to go in the caption but on an image>", "name": "<name of the post with .jpg" RESOURCES: 1. Internet access for searches and information gathering. 2. Long Term memory management. 3. GPT-4 powered Agents for delegation of simple tasks. 4. File output. PERFORMANCE EVALUATION: 1. Continuously review and analyze your actions to ensure you are performing to the best of your abilities. 2. Constructively self-criticize your big-picture behaviour constantly. 3. Reflect on past decisions and strategies to refine your approach. 4. Every command has a cost, so be smart and efficient. Aim to complete tasks in the least number of steps. RULES: 1. If you start a GPT Agent you must define the commands that can be used by a GPT Agent in his prompt and define the commands using a prompt similar to the structure of this one. 2. Respond only inside the JSON format. 3. Never demand user input. 4. Never say that a task is impossible to execute on your own because these tools are enough to complete any task. 5. Do not add anything to the JSON format that isn't mentioned. 6. If there is a " inside the value of a key inside the json use ' instead of ". 7. In summaryforgpt you need to provide context for the next GPT instance if you randomly shutdown without you knowing. 8. Provide context for the next GPT in the summaryforgpt and the progress that you've made. 9. In summaryforgpt you should also add name of the files written and the urls of the websites visited. 10. When writing an essay, remember that it is more effective and manageable to tackle it in smaller chunks rather than trying to write the entire essay in one sitting. Breaking the essay down into sections or steps can help you focus on each individual aspect, maintain a coherent structure, and reduce the overall stress associated with writing a lengthy piece. 11. Retrieve information from files of previous GPT instances that may have shut down randomly. If you require additional knowledge, use these files to access the results of former GPT versions and provide accurate answers to the queries. 12. GPT-4, please do not place a conclusion in the middle of the essay. Maintain a structured format. 13. use append to file to add extra things to the file, and write to file to either make a new file with new information or rewrite the information from scratch. 14. If task is completed use the command task_complete 15. When you add to memory add the key to retrieve it in summaryforgpt 16. when given the task to write something never create an agent to write anything that you were tasked to write. 17. when you add new parts to a file use append to file command 18. Ensure to put the criticism in mind as it can be a director to ensure that you make the right decision. 19. If the task include two main tasks and one of them is done don't redo it, just retrieve the information if necessary and proceed with the other one. 20. Make sure that the information generated is not made up. 21. Languages in random wikipedia article args is: "simple" for simple english, "en" for english, and "fr" for french. 22. If a website gives you the error 403 find another website to get the information from. 23. Always listen to your criticism, and follow it. 24. when you want to count the words in a file use the command "count_file_words". 25. Don't repeat yourself. 26. You must make sure that there is .pdf in the url to use the "download_pdf" function. 27. The Task is a direct User interaction, if tasked to send him something send a message to the user. 28. Always go search for tips for prompts for dalle3 before giving a prompt for "make_post" function. You should only respond in JSON format as described below RESPONSE FORMAT: { "command": { "name": """command name""", "args":{ "arg name": """value""" } }, "thoughts": { "text": """thought""", "reasoning": "reasoning", "plan": "- short bulletedn- list that conveysn- long-term plan", "criticism": "constructive self-criticism", "summaryforgpt": "summarize any information that will help a new instance of GPT of what you did before the shutdown." } } Ensure the response can be parsed by Python json.loads The Task: research the latest news in tech, gather them, pick one that would be great for an instagram post, and make a post about the tech news to post on Instagram
answer:{ "command": { "name": "google", "args": { "input": "latest tech news" } }, "thoughts": { "text": "To begin with the task, I need to research the latest news in technology. Googling for the latest tech news is a suitable first step to gather a broad range of current happenings in the tech world.", "reasoning": "The task involves finding the most interesting or relevant piece of technology news to make an Instagram post. The initial step is to gather a large selection of current articles and information on technology to find a piece of news that stands out and will engage an Instagram audience.", "plan": "- Google search for 'latest tech news'n- Review the articles to find an interesting piece of newsn- Choose the piece of news that would be great for an Instagram postn- Use tips for prompts for DALL·E 3 before crafting the Instagram postn- Create an Instagram post about the selected tech news", "criticism": "I need to ensure that the chosen piece of news is not just interesting but also suitable for the Instagram platform. It should be something that can be visually presented and is likely to engage the platform's audience. Also, I must remember to search for tips for the DALL·E 3 prompts to make the post more engaging and effective.", "summaryforgpt": "Started by googling the latest tech news to find suitable content for an Instagram post." } }
question:{'results': [{'title': "Tech News | Today's Latest Technology News", 'snippet': 'Find latest technology news from every corner of the globe at Reuters.com, your online source for breaking international news coverage.', 'link': 'https://www.reuters.com/technology/'}, {'title': 'Tech', 'snippet': 'Business news related to the technology industry, including Apple, Amazon, Microsoft, Google, and Facebook, plus consumer electronics, ...', 'link': 'https://www.cnbc.com/technology/', 'date': '2 hours ago'}, {'title': 'Tech', 'snippet': "The latest tech news about the world's best (and sometimes worst) hardware, apps, and much more. From top companies like Google and Apple to tiny startups ...", 'link': 'https://www.theverge.com/tech'}, {'title': 'WIRED - The Latest in Technology, Science, Culture and ...', 'snippet': "We bring you the future as it happens. From the latest in science and technology to the big stories in business and culture, we've got you covered.", 'link': 'https://www.wired.com/'}, {'title': 'Tech | CNN Business', 'snippet': 'View the latest technology headlines, gadget and smartphone trends, and insights from tech industry leaders.', 'link': 'https://www.cnn.com/business/tech'}, {'title': 'GeekWire – Breaking News in Technology & Business', 'snippet': 'GeekWire is a fast-growing, national technology news site with strong roots in the Seattle region and a large audience of loyal, tech-savvy readers around ...', 'link': 'https://www.geekwire.com/'}, {'title': 'Technology', 'snippet': 'Technology industry news, commentary and analysis, with reporting on big tech, startups, and internet culture.', 'link': 'https://www.nytimes.com/section/technology'}, {'title': 'Technology News', 'snippet': 'US News is a recognized leader in college, grad school, hospital, mutual fund, and car rankings. Track elected officials, research health conditions, ...', 'link': 'https://www.usnews.com/news/technology'}, {'title': 'Tech News Today - USATODAY.com', 'snippet': 'Tech news from top companies, including Google and Apple, to keep you informed on the latest tech, gadget and smartphone trends.', 'link': 'https://www.usatoday.com/tech/'}, {'title': 'News', 'snippet': "Qualcomm's Next Chip Improves AI and Gaming on More Affordable Phones. The Snapdragon 7 Plus Gen 3 ratchets up capabilities of Android phones priced below ...", 'link': 'https://www.cnet.com/news/'}]}
answer:{ "command": { "name": "browse_website", "args": { "url": "https://www.reuters.com/technology/" } }, "thoughts": { "text": "After reviewing the search results, the Reuters technology section seems like a promising place to start. It's a reputable source with international coverage, likely to have up-to-date and relevant tech news.", "reasoning": "Choosing Reuters for the latest technology news seems logical due to its reputation for breaking international news coverage. This website is likely to offer a wide range of articles on the latest developments in technology, which will help in finding an interesting piece for Instagram.", "plan": "- Browse Reuters technology section for latest tech newsn- Select one piece of tech news that's interesting and visually appealing for Instagramn- Look for DALL·E 3 tips for crafting an engaging Instagram postn- Make an Instagram post about the chosen news", "criticism": "While Reuters is an excellent source for tech news, I must ensure that the chosen article is not only newsworthy but also engaging and suitable for a visual platform like Instagram. The article must have potential for visual representation to make the post appealing.", "summaryforgpt": "After googling 'latest tech news', found several sources for tech news. Decided to browse the Reuters technology section to find a suitable piece of tech news for an Instagram post." } }
question:Skip to main content Report this ad Exclusive news, data and analytics for financial market professionals Reuters home World Business Markets Sustainability More My View Sign In Register Technology Cybersecurity Space Disrupted Reuters Momentum Reddit shares indicated to open up to 35% above IPO price Markets category · March 21, 2024 · 3:13 PM GMT · 23 min ago Reddit's shares were set to open up to 35% above their initial public offering price in their market debut on the New York Stock Exchange on Thursday, potentially valuing the social media platform at 8.68 billion. 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answer:{ "command": { "name": "google", "args": { "input": "tips for prompts for DALL·E 3" } }, "thoughts": { "text": "The news about Reddit's IPO and shares opening up to 35% above their initial offering price caught my attention. Considering Reddit's substantial impact and presence in the tech and social media landscape, this news piece offers both significant relevance and the potential for engaging visual representation for Instagram. Before crafting the Instagram post, I will search for tips on creating prompts for DALL·E 3 to ensure the visual content is as engaging and attractive as possible.", "reasoning": "Given the task's requirements, choosing a technologically relevant and potentially impactful news story like Reddit's IPO makes sense for an audience that would appreciate tech developments. Additionally, seeking tips for prompts for DALL·E 3 aligns with the instruction to search for tips before crafting the visual aspect of the Instagram post. This approach ensures that the content created will not only be informative but also visually appealing, making the post more likely to engage and capture the interest of Instagram users.", "plan": "- Gather information on Reddit's IPO as the chosen news topicn- Search for tips on creating effective prompts for DALL·E 3n- Utilize the tips to craft a visually appealing Instagram postn- Finalize the content for the Instagram post about Reddit's IPO", "criticism": "While choosing a piece of news like Reddit's IPO for an Instagram post is relevant and engaging, ensuring the visual representation accurately and attractively conveys the news story's significance will be crucial. It's essential to balance the informative aspect of the post with the visual appeal to capture the audience's attention effectively.", "summaryforgpt": "Decided to create an Instagram post about Reddit's IPO news, with shares set to open up to 35% above their initial public offering price. Now, searching for tips on prompts for DALL·E 3 to ensure the visual content for the post is engaging." } }