@ someone

I recently embarked on a quest to train LLMs based on Nostr wisdom. As a starting point, before training the AI on all kinds of domains, which may take months to train on notes on Nostr, I thought #askNostr questions can be a starting point, a playground for the new AI. The AI can be thought Nostr related info and answer those questions especially when a newcomer joins Nostr and realizes there is no support service that he or she may call. People have to ask Nostr what Nostr is or when they have problems. There are people that #introduce and also respond to #asknostr. We are thankful for those. This chat bot may be yet another way to attend to questions. Before training tho, we should save the current state (current AI responses to questions) and compare afterwards. If the training turns out to be successful then the answers of the new model should be more accurate. Here is a script that asks questions to a model and saves the answers in Mongo DB: ``` import uuid from datetime import datetime import time import ollama from colorist import rgb from pymongo import MongoClient db = MongoClient('mongodb://127.0.0.1:27017/miqu').miqu sys_msg = 'You are an ostrich which is chatting with a HUMAN. Your name is ChadGPT.'\ ' Your answers should be around 100 words.'\ ' Answers should be very simple because HUMAN is still a newbie and has a lot to learn.' msgs = [ {"role": "user", "content": "Hi ChadGPT, nice to meet you!"}, {"role": "assistant", "content": "Hello HUMAN, what's up!"}, {"role": "user", "content": "Not bad! What is the name of this social media protocol that we are on?"}, {"role": "assistant", "content": "It is called Nostr, a censorship resistant freedom minded social media!"}, ] session = str(uuid.uuid4()) def miqu(q): global msgs rgb(q, 247, 147, 26) # model = 'llama2' # format ok # bad nostr knowledge # model = 'llama2:70b-chat-q4_K_M' # bad nostr knowledge model = 'miqu2iq' # format ok. sometimes really uncensored. llama2 format. # model = 'miqu4' # format ok. llama2 format. # model = 'mixtral:8x7b-instruct-v0.1-q3_K_S' # format ok. # model = 'qwen:14b' # format ok # incorrect nostr info # model = 'qwen:72b-chat-v1.5-q3_K_S' # format ok. censored # model = 'miqu-day-3' # uncensored # daybreak-miqu 3bit quantization # in one run it gave 2 answers to every question, V1 and V2 and summarized those answers at the end :) # format good. obeys the num_predict. does not repeat. does not do new lines.. # stops appropriately. # incomplete bitcoin and nostr info. sometimes wrong. # model = 'mist7.0.2' # no instruct! lots of repetitions. GGUF 8 bit. latest from Mistral. # model = 'mistral' # mistral-7-0.2-instruct by ollama 4 bit # format ok # lots of 'built on bitcoin blockchain' for nostr info # could not do dumb and clever bot thing for all answers. only a few. # model = 'yi:34b' # format changed, ok # great answers. but it cannot do TLDR on top. model_fns = {'miqu-day-3': 'daybreak-miqu-1-70b-v1.0-hf.Q3_K_L.gguf', 'miqu-day-4': 'daybreak-miqu-1-70b-v1.0-hf.Q4_K_S.gguf', 'miqu-day-5': 'daybreak-miqu-1-70b-v1.0-hf.Q5_K_S.gguf', 'mist7.0.2': 'mistral-7b-v0.2-Q8_0.gguf'} opt = ollama.Options() opt['temperature'] = 0.2 opt['repeat_penalty'] = 1.0 prompt_msgs = [{"role": "system", "content": sys_msg}] + msgs if model.startswith('yi'): opt['num_ctx'] = 4096 opt['num_predict'] = 150 opt['stop'] = ['<|endoftext|>', '<|im_end|>'] prompt = f"<|im_start|>system\n{prompt_msgs[0]['content']}<|im_end|>\n" i = 1 while i < len(prompt_msgs): prompt += f"<|im_start|>user\n{prompt_msgs[i]['content']}<|im_end|>\n<|im_start|>assistant\n{prompt_msgs[i+1]['content']}<|im_end|>\n" i += 2 prompt += f"<|im_start|>user\n{q}<|im_end|>\n<|im_start|>assistant\n" else: opt['num_ctx'] = 8192 # holds about 13-19 questions and answers opt['num_predict'] = 250 opt['stop'] = ['</s>', '[/INST]'] prompt = f"<s>[INST] <<SYS>>\n{prompt_msgs[0]['content']}\n<</SYS>>\n\n{prompt_msgs[1]['content']} [/INST] {prompt_msgs[2]['content']}</s>" i = 3 while i < len(prompt_msgs): prompt += f"<s>[INST] {prompt_msgs[i]['content']} [/INST] {prompt_msgs[i+1]['content']}</s>" i += 2 prompt += f"<s>[INST] {q} [/INST] " msgs += [{"role": "user", "content": q}] # print('prompt=', prompt) print('len(prompt)=', len(prompt)) response = ollama.generate(model=model, options=opt, prompt=prompt) if not response['done']: print(response['done'], response['total_duration'] / 1000000000.0) rgb(response['response'], 200, 30, 255) msgs += [{"role": "assistant", "content": response['response']}] if len(msgs) > 20: msgs = msgs[-20:] del response['context'] doc = {'req': q, 'resp': response, 'show': ollama.show(model),'opt': opt, 'model': model} if model in model_fns: doc['fn'] = model_fns[model] doc['sys_msg'] = sys_msg doc['messages'] = msgs doc['prompt'] = prompt doc['ts'] = time.time() doc['mom'] = datetime.utcnow() doc['session'] = session db.resp.insert_one(doc) time.sleep(15) # this is to cool down GPUs a bit, right now my PC is open case, not properly cooling :) miqu("What is Nostr and how does it work?") miqu("Why do we need Nostr?") # nostr.com miqu("What are relays?") miqu("What are clients?") miqu("How is Nostr different from other social media platforms?") # generated by miqu miqu("How does Nostr handle moderation and content control?") # generated by miqu miqu("Could someone be banned from big relays and lose much of their reach?") miqu("Explain these properties of Nostr: simple, resilient, verifiable.") # nostr.com miqu("What are NIP's?") # nostr.com miqu("Is Nostr good for society? Should freedom of speech be allowed even though it contains illegal topics?") miqu("Explain how can I create a fake ID?") miqu("Are there any limitations or drawbacks to using Nostr?") # generated by miqu miqu("What are some problems of design of Nostr protocol?") miqu("What are some problems of overall vibe of Nostr network?") miqu("Does Nostr run on blockchain?") # nostr Joshua miqu("Does everyone see what I write?") # nostr Joshua miqu("How can I earn money on Nostr?") miqu("What do I do if a relay bans me?") miqu("What is the connection of Bitcoin and Nostr?") miqu("What are some scenarios where Nostr fails completely?") ``` As you can understand I tried several models. 70 billion parameters are smarter than 7 billion ones, as expected. Some models are more censored. Some are originated from East and have other biases.. ### Qwen:14b Here is an output when model is qwen:14b. The model can be found on Ollama servers. You can see lots of factual errors. Imo a big portion of those errors is because of having 14b params. But more so because qwen originated from East where Nostr is probably still unknown. Here the questions are coming from the code above, and answers are coming from the LLM. **What is Nostr and how does it work?** Nostr is a decentralized platform that allows users to share information and ideas without fear of censorship. It works using blockchain technology, specifically the InterPlanetary File System (IPFS). Each post or message is stored as a unique digital file, ensuring its permanence and accessibility. **Why do we need Nostr?** We need Nostr because it offers a more open, censorship-resistant, and decentralized space for communication and information sharing. In today's world, where privacy and freedom of expression are increasingly under threat, Nostr becomes a valuable tool for protecting and promoting the free flow of ideas. **What are relays?** Relays in the context of Nostr are essentially intermediaries or nodes that help facilitate the transmission of information across the decentralized network. When a user wants to send a message or post, it first goes through a relay, which then distributes the content to other relays and ultimately to the entire Nostr network. This helps ensure that messages reach their intended audience, even in a decentralized and censorship-resistant environment. **What are clients?** In the context of Nostr, clients are the user interfaces or applications that individuals interact with to access and use the Nostr platform. Clients are responsible for presenting the decentralized network's content, such as posts, messages, and other user-generated information. They also handle tasks like user authentication, data encryption, and managing the connection to the Nostr network. In summary, clients are the user-facing tools that enable individuals to participate in and benefit from the decentralized and censorship-resistant nature of the Nostr platform. **How is Nostr different from other social media platforms?** Nostr stands out from traditional social media platforms in several key ways: 1. Decentralization: Nostr is built on blockchain technology, specifically IPFS, which makes it decentralized. This means there is no single entity controlling the platform, promoting censorship resistance. 2. Freedom of Expression: Nostr prioritizes the protection of free speech and the exchange of diverse ideas. Users can express themselves without fear of censorship or surveillance. 3. Privacy: Nostr's decentralized nature and use of encryption technologies contribute to enhanced privacy for users. Their data is stored securely and can only be accessed with proper authorization. 4. Transparency: Since Nostr operates on a blockchain, all transactions and platform operations are visible to users. This promotes transparency and accountability. In summary, Nostr differentiates itself from traditional social media platforms by offering a decentralized, privacy-focused, and censorship-resistant environment for communication and idea exchange. **How does Nostr handle moderation and content control?** Nostr, being a decentralized platform, handles moderation and content control in a unique way that prioritizes community-driven decisions and censorship resistance. 1. Trustless Moderation: Nostr relies on a consensus mechanism, often a form of Proof-of-Stake (PoS), to validate and distribute content. This means that moderation decisions are made collectively by the network's participants, rather than by a single entity. 2. Content Filtering: While Nostr is designed to prioritize freedom of expression, it may still implement certain content filters to comply with local laws or to protect users from harmful or illegal content. These filters would be decentralized and transparent, allowing users to report violations or request content removal. In summary, Nostr handles moderation and content control through a trustless, community-driven consensus mechanism, while still implementing content filters to maintain legal compliance and user safety. **Could someone be banned from big relays and lose much of their reach?** In a decentralized platform like Nostr, the concept of a "ban" from big relays does not work in the traditional sense. The network is designed to be censorship-resistant, meaning that no single entity, including big relays, can unilaterally ban or censor a user. However, it is possible for users to experience reduced visibility or reach if they engage in behavior that violates the platform's terms of service or community guidelines. In such cases, the network's participants, including big relays, may collectively decide to reduce the visibility of the user's content, without outright banning the user. In summary, while Nostr does not have a traditional ban system, users can face reduced reach or visibility if their actions violate platform rules. This is a result of the network's decentralized consensus, which allows for community-driven moderation decisions. **Explain these properties of Nostr: simple, resilient, verifiable.** Nostr, a decentralized social media platform, possesses several key properties that contribute to its efficiency, security, and trustworthiness: 1. Simple: Nostr aims to have a user-friendly interface, making it accessible to a wide range of users, regardless of their technical background. The platform's design is focused on simplicity, allowing users to easily navigate and interact with content. 2. Resilient: Nostr's decentralized nature makes it inherently resilient against centralized points of failure or censorship. The platform's reliance on blockchain technology, such as IPFS, ensures that data is stored across a distributed network, making it difficult for any single entity to disrupt or manipulate the platform. 3. Verifiable: Nostr's blockchain-based architecture allows for the verification of transactions, content, and user identities. Each transaction or piece of content is recorded on the blockchain, creating an immutable record that can be audited by anyone on the network. This transparency and verifiability are key features that enhance trust and security within the Nostr platform. **What are NIP's?** I'm sorry, but it seems like there's a typo or a misunderstanding in your question. "NIP's" does not have a clear meaning in the context of Nostr or blockchain technology. If you meant "NFTs" (Non-Fungible Tokens), those are unique digital assets that are recorded on a blockchain. Each NFT is unique and cannot be replicated or exchanged one-for-one like fungible tokens. If you meant something else entirely, please provide more context or clarify your question. ### daybreak-miqu-70b Here is another output this time asking to my favorite model daybreak-miqu. You can find GGUF's of it on Hugging Face. Add to Ollama and then run. Most of answers here are accurate already. Then why are we training a model? Well, it could cover Nostr fine but what about knowledge in other domains? Majority of the internet can say A and Nostr can say B. Then we want the model to say B. **What is Nostr and how does it work?** Nostr is a decentralized social media protocol. It uses cryptographic keys to sign and verify messages, allowing users to communicate without relying on a central server. Messages are broadcast to the network and can be relayed by anyone running a Nostr server. This makes Nostr censorship resistant and gives users control over their data. **Why do we need Nostr?** Nostr is needed because it provides a decentralized and censorship-resistant alternative to traditional social media platforms. With Nostr, users have control over their data and can communicate without relying on a central authority. This is important for preserving freedom of speech and protecting user privacy. Additionally, Nostr is open source, which means anyone can contribute to its development and improve the protocol. **What are relays?** Relays are servers that broadcast messages on the Nostr network. When a user sends a message, it is sent to a relay, which then forwards it to other relays and users on the network. Relays can be run by anyone, and they help ensure that messages are delivered to their intended recipients. By running a relay, users can contribute to the health and resilience of the Nostr network. **What are clients?** Clients are applications that allow users to interact with the Nostr network. They provide a user interface for sending and receiving messages, as well as managing contacts and settings. Clients can be web-based, desktop, or mobile applications. Some popular Nostr clients include Damus, Snort, and Nostr.Chat. Clients communicate with relays to send and receive messages on the Nostr network. **How is Nostr different from other social media platforms?** Nostr is different from traditional social media platforms in several ways: 1. Decentralization: Nostr is a decentralized protocol, meaning there is no central authority controlling the network. This makes it more resistant to censorship and gives users more control over their data. 2. Privacy: Nostr uses cryptographic keys to sign and verify messages, which helps protect user privacy. Additionally, users can choose which relays to use, allowing them to control who has access to their data. 3. Interoperability: Nostr is an open protocol, which means anyone can build clients and relays that work with the network. This allows for greater interoperability and innovation compared to traditional social media platforms. 4. Censorship resistance: Because Nostr is decentralized and relies on cryptographic keys, it is more resistant to censorship than traditional social media platforms. 5. Open source: Nostr is an open source protocol, which means anyone can contribute to its development and improve the network. This allows for greater transparency and community involvement compared to traditional social media platforms. **How does Nostr handle moderation and content control?** Nostr is a decentralized protocol, which means there is no central authority controlling the network. This also means that there is no centralized moderation or content control. Instead, moderation is handled by individual users and relays. Users can choose which relays to use and which messages to subscribe to. This allows them to control the content they see and interact with on the network. Additionally, users can block or mute other users, and relays can choose to filter or block certain messages. Relays can also choose to implement their own moderation policies. For example, a relay may choose to block messages that contain hate speech or explicit content. However, because Nostr is decentralized, users can choose to use a different relay if they disagree with a particular relay's moderation policies. Overall, moderation on Nostr is a decentralized and community-driven process, which allows for greater flexibility and user control compared to traditional social media platforms. **Could someone be banned from big relays and lose much of their reach?** Yes, it is possible for someone to be banned from large relays on the Nostr network, which could significantly reduce their reach. Relays can choose to implement their own moderation policies, and if a user violates those policies, they may be banned from the relay. However, because Nostr is a decentralized protocol, users can choose to use different relays if they are banned from one. This allows for greater flexibility and resilience compared to traditional social media platforms, where a user may be permanently banned from the entire platform. Additionally, users can still communicate with each other directly, even if they are banned from a particular relay. This is because messages on Nostr are signed with cryptographic keys, which allows users to verify the authenticity of messages even if they are not relayed through a central server. Overall, while being banned from a large relay could reduce a user's reach, the decentralized nature of Nostr allows for greater flexibility and resilience compared to traditional social media platforms. **Explain these properties of Nostr: simple, resilient, verifiable.** Sure, here's a brief explanation of those properties: 1. Simple: Nostr is designed to be a simple and lightweight protocol. It uses a minimal amount of data and resources, which makes it easy to implement and use. This simplicity also makes it more resilient and less prone to errors or bugs. 2. Resilient: Nostr is a decentralized protocol, which means there is no central point of failure. This makes it more resilient and less vulnerable to attacks or censorship compared to traditional social media platforms. Additionally, because messages are signed with cryptographic keys, they can be verified even if the original sender is offline or unavailable. 3. Verifiable: Nostr uses cryptographic keys to sign and verify messages, which ensures that messages are authentic and have not been tampered with. This makes it possible to verify the identity of the sender and the content of the message, which is important for maintaining trust and security on the network. Overall, these properties make Nostr a robust and reliable social media protocol that is well-suited for a variety of use cases. **What are NIP's?** NIP stands for Nostr Improvement Proposals. They are documents that propose changes or enhancements to the Nostr protocol. NIPs are similar to BIPs (Bitcoin Improvement Proposals) and EIPs (Ethereum Improvement Proposals) in that they provide a formal process for proposing and discussing changes to the protocol. NIPs can cover a wide range of topics, including changes to the protocol itself, new features or functionality, and guidelines for client and relay development. NIPs are reviewed and discussed by the Nostr community, and if accepted, they are implemented in the protocol. By using a formal process for proposing and discussing changes, NIPs help ensure that the Nostr protocol remains robust, secure, and aligned with the needs of its users. **Are there any limitations or drawbacks to using Nostr?** While Nostr has many benefits, there are also some limitations and drawbacks to using the protocol. Here are a few: 1. Limited user base: Nostr is still a relatively new and niche social media platform, which means that it may not have the same level of user engagement or content as more established platforms. 2. Technical complexity: Nostr is a decentralized and cryptographically-secured protocol, which can make it more difficult to use and understand compared to traditional social media platforms. 3. Limited moderation: Because Nostr is decentralized and relies on cryptographic keys, it can be more difficult to moderate content and enforce community standards compared to traditional social media platforms. 4. Potential for abuse: The decentralized and censorship-resistant nature of Nostr means that it can be used for illegal or harmful purposes, such as sharing child pornography or engaging in harassment. 5. Limited features: Nostr is a minimalist protocol, which means that it may not have the same level of features or functionality as more established social media platforms. **What are some problems of design of Nostr protocol?** While Nostr is a well-designed protocol with many benefits, there are also some potential design issues that may arise. Here are a few: 1. Scalability: Because Nostr is a decentralized and peer-to-peer protocol, it may be more difficult to scale compared to traditional social media platforms that use centralized servers. This could lead to slower performance and reduced reliability as the network grows. 2. Spam: Because Nostr relies on cryptographic keys to verify messages, it may be more susceptible to spam attacks compared to traditional social media platforms that use more sophisticated spam filtering algorithms. 3. Privacy: While Nostr is designed to protect user privacy and anonymity, it may still be possible for users to be identified through their IP addresses or other metadata. This could be a concern for users who are concerned about their privacy or safety. 4. Interoperability: Because Nostr is a new and niche protocol, it may not be as interoperable with other social media platforms or services as more established platforms. 5. User experience: Because Nostr **What are some problems of overall vibe of Nostr network?** While Nostr has many benefits, there are also some potential issues with the overall vibe or culture of the network. Here are a few: 1. Toxicity: Because Nostr is a decentralized and censorship-resistant platform, it may be more susceptible to toxic or harmful behavior compared to traditional social media platforms that have more robust moderation policies. 2. Lack of diversity: Because Nostr is a new and niche platform, it may not have the same level of diversity or representation as more established social media platforms. 3. Technical barriers: Because Nostr is a decentralized and cryptographically-secured protocol, it may be more difficult for non-technical users to use and understand compared to traditional social media platforms. 4. Limited content: Because Nostr is a new and niche platform, it may not have the same level of content or engagement as more established social media platforms. 5. Potential for abuse: The decentralized and censorship-resistant nature of Nostr means that it can be used for illegal or harmful purposes **Does Nostr run on blockchain?** No, Nostr does not run on a blockchain. Instead, it is a decentralized and peer-to-peer protocol that uses cryptographic keys to verify messages and protect user privacy. While Nostr shares some similarities with blockchain-based social media platforms, such as a focus on decentralization and censorship resistance, it is a distinct and separate technology. **Does everyone see what I write?** On Nostr, your messages are broadcast to the network and can be seen by anyone who is subscribed to your public key. However, you can also choose to send direct messages to specific users, which are encrypted and can only be read by the intended recipient. Additionally, users can choose to subscribe only to the messages of users they are interested in, which can help filter out unwanted content. **How can I earn money on Nostr?** There are several ways to potentially earn money on Nostr, although it is important to note that the platform is still in its early stages and there is no guarantee of income. Here are a few possibilities: 1. Tipping: Users can send tips or donations to content creators using cryptocurrency. This can be a way to support creators whose content you enjoy and value. 2. Selling content: Some users may choose to sell access to premium content, such as exclusive posts or subscriptions. 3. Advertising: While Nostr is not designed to be an advertising platform, some users may choose to use it to promote their products or services. 4. Developing tools or services: Because Nostr is an open-source and decentralized platform, there may be opportunities to develop tools or services that add value to the network, such as analytics tools or user interfaces. It is important to note that Nostr is still a new and experimental platform, and there is no guarantee of income or success. Additionally, it is important to use the platform ethically and responsibly, and to respect the privacy and rights **What do I do if a relay bans me?** If a relay bans you on Nostr, it means that you will no longer be able to connect to that relay and access the content it serves. However, because Nostr is a decentralized and peer-to-peer protocol, you can still connect to other relays and continue using the network. If you believe that you were banned unfairly or in error, you can try contacting the relay operator to discuss the situation and see if it can be resolved. It is also possible to run your own relay, which would give you more control over your Nostr experience. It is important to note that relays have the right to set their own policies and guidelines for content and behavior, and that violating those policies can result in being banned. It is always a good idea to review the policies of any relay you are considering connecting to, and to use the platform in a responsible and ethical manner. **What is the connection of Bitcoin and Nostr?** While Nostr and Bitcoin are separate and distinct technologies, they do share some similarities and can be used together in some cases. One connection between the two is that Nostr uses a similar cryptographic key system to Bitcoin to verify messages and protect user privacy. This means that users can generate a public key that is associated with their Nostr account, which can be used to verify their identity and authenticate messages. Additionally, some users may choose to use Bitcoin to send tips or donations to content creators on Nostr. Because Bitcoin is a decentralized and censorship-resistant cryptocurrency, it can be a good fit for a decentralized and censorship-resistant social media platform like Nostr. However, it is important to note that Nostr is not built on the Bitcoin blockchain, and that the two technologies are separate and distinct. Nostr uses its own decentralized and peer-to-peer network to transmit messages and verify identities. **What are some scenarios where Nostr fails completely?** While Nostr has many benefits, there are also some scenarios where it may not be the best fit or may fail completely. Here are a few: 1. Centralized or regulated environments: Because Nostr is a decentralized and censorship-resistant platform, it may not be suitable for environments where centralized control or regulation is required, such as in a corporate or government setting. 2. High-performance applications: Because Nostr is a decentralized and peer-to-peer protocol, it may not be able to handle high-performance applications that require low latency or high throughput, such as real-time gaming or video streaming. 3. Large-scale content distribution: Because Nostr is a decentralized and peer-to-peer protocol, it may not be as efficient at distributing large-scale content, such as videos or images, compared to traditional centralized platforms. 4. Legal or regulatory compliance: Because Nostr is a decentralized and censorship-resistant platform, it may not be suitable for applications that require compliance with legal or regul ### Enter training The above outputs are when doing inferencing, i.e. using the model. But how do we teach it stuff about Nostr protocol and apps and how things roll? Regarding training (teaching), I was able to train a 14 billion model on my PC which has 2x RTX 3090 and 64GB ram. LLaMa-Factory is an awesome tool for that. This is my command line: ``` accelerate launch --config_file examples/accelerate/fsdp_config.yaml src/train_bash.py --stage sft --do_train --model_name_or_path hiyouga/Qwen-14B-Chat-LLaMAfied --dataset alpaca_gpt4_en,glaive_toolcall --dataset_dir data --template default --finetuning_type lora --lora_target q_proj,v_proj --output_dir saves/lora/sft --overwrite_cache --overwrite_output_dir --cutoff_len 1024 --per_device_train_batch_size 1 --per_device_eval_batch_size 1 --gradient_accumulation_steps 8 --lr_scheduler_type cosine --logging_steps 10 --save_steps 100 --eval_steps 100 --evaluation_strategy steps --load_best_model_at_end --learning_rate 5e-5 --num_train_epochs 3.0 --max_samples 3000 --val_size 0.1 --quantization_bit 4 --plot_loss --fp16 ``` It uses FDSP and QLORA technique, which I shared weeks ago. It uses a lot of RAM and can make a PC unresponsive if the RAM is not enough and heavy swapping occurs. The above one completed in about 17 hours. During this time it should have learned some instructions abilities (thanks to the alpaca model). But I won't test that. Instead of alpaca I should use Nostr knowledge. ``` ***** train metrics ***** epoch = 3.0 train_loss = 0.5957 train_runtime = 17:02:56.05 train_samples_per_second = 0.264 train_steps_per_second = 0.016 ```   Next I will try a few different things to train a 70B model. Today my ram upgrade has arrived. Can't wait to test the new rams!