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A year ago I floated the idea of the Raspberry Pi 5 being used as a test bed for small models. With further graphics card integrations like this one that concept may finally hold water. | 22 | 2024-08-16T14:37:59 | https://www.hackster.io/news/pineboards-gets-a-raspberry-pi-driving-a-high-performance-amd-graphics-card-for-4k-gaming-41cc9b95bb27 | Ok-Recognition-3177 | hackster.io | 1970-01-01T00:00:00 | 0 | {} | 1etqh9o | false | null | t3_1etqh9o | /r/LocalLLaMA/comments/1etqh9o/a_year_ago_i_floated_the_idea_of_the_raspberry_pi/ | false | false | 22 | {'enabled': False, 'images': [{'id': 'MtW-7PMRne9O1MYrGwZlpGLfzR72iYNudoREca0ZyQ0', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/vpZLcuc6ccsqz415qnWM-tL-OXKYIEyRQYejldtkAAk.jpg?width=108&crop=smart&auto=webp&s=48b58f3f0c27e6f106cc347155eed093f49f7063', 'width': 108}, {'height': 162, 'url': 'h... | ||
Get UNLIMITED Access to ChatGPT 4o | Sonnet 3.5... and more | 1 | 2024-08-16T14:37:45 | https://youtu.be/3Eue2V-R_k8 | Tough-Mushroom33 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1etqh0u | false | {'oembed': {'author_name': 'AI Stuff', 'author_url': 'https://www.youtube.com/@good-ai-stuff', 'height': 200, 'html': '<iframe width="267" height="200" src="https://www.youtube.com/embed/3Eue2V-R_k8?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope... | t3_1etqh0u | /r/LocalLLaMA/comments/1etqh0u/get_unlimited_access_to_chatgpt_4o_sonnet_35_and/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'PqA2muy78EYhuQ-fLoeZ_09Cg3fPndHbYSuKu0GtqYY', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/91M1XIr5fN7ys5Gz0fm7vl0nUm94GvTQ_9RafjAslAM.jpg?width=108&crop=smart&auto=webp&s=7b57a6904a80e59cae6c91548b47224d3bf010a2', 'width': 108}, {'height': 162, 'url': 'h... | ||
Gemini 1.5 Math specialized + Alphaproof + Alphageometry 2. I have a sneaky feeling that the next Gemini Ultra model will destroy all existing Math benchmarks (GSM8K, MathQA, MATH, MMLU Math, MathVista). Therefore, I humbly request Google to incorporate some of this goodness into Gemma 3. | 51 | https://x.com/OriolVinyalsML/status/1791521517211107515?t=3xlnxBozZ7qZ58JgmGpwsA&s=19
https://x.com/demishassabis/status/1816499055880437909?t=gPC5s2J73FxPcZw3IMJMwQ&s=19
https://x.com/demishassabis/status/1816499055880437909?t=AgpQH08eqf-cwJmLlWzEoQ&s=19
https://deepmind.google/discover/blog/ai-solves-imo-problems-... | 2024-08-16T14:10:53 | https://www.reddit.com/gallery/1etpsof | Rationalbeing866 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1etpsof | false | null | t3_1etpsof | /r/LocalLLaMA/comments/1etpsof/gemini_15_math_specialized_alphaproof/ | false | false | 51 | null | |
What is the best small model Ideally <10B for Table -> Json extraction. | 1 | [removed] | 2024-08-16T14:06:25 | https://www.reddit.com/r/LocalLLaMA/comments/1etposg/what_is_the_best_small_model_ideally_10b_for/ | Voxandr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etposg | false | null | t3_1etposg | /r/LocalLLaMA/comments/1etposg/what_is_the_best_small_model_ideally_10b_for/ | false | false | self | 1 | null |
Some questions I have | 1 | [removed] | 2024-08-16T14:03:52 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1etpmj0 | false | null | t3_1etpmj0 | /r/LocalLLaMA/comments/1etpmj0/some_questions_i_have/ | false | false | default | 1 | null | ||
Fine-tuning for group conversation | 2 | Most of the chat templates seem to be tuned for a 1:1 conversation, has anyone experimented with fine tuning a model for more of a group conversation?
Wondering if maybe that would help it "not go off the rails" when you try to make many bots talk to each other in a group. | 2024-08-16T13:58:01 | https://www.reddit.com/r/LocalLLaMA/comments/1etphhh/finetuning_for_group_conversation/ | CSharpSauce | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etphhh | false | null | t3_1etphhh | /r/LocalLLaMA/comments/1etphhh/finetuning_for_group_conversation/ | false | false | self | 2 | null |
do i need to download lama to use it? | 0 | i am tring to use lama from hugging face but every time I run it it shows 0/4 shards, meaning that it will download it, why doesn't this happen when I use other models from transformer | 2024-08-16T13:53:16 | https://www.reddit.com/r/LocalLLaMA/comments/1etpd5n/do_i_need_to_download_lama_to_use_it/ | Beyond_Birthday_13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etpd5n | false | null | t3_1etpd5n | /r/LocalLLaMA/comments/1etpd5n/do_i_need_to_download_lama_to_use_it/ | false | false | self | 0 | null |
[llama.cpp] Why does quantized Llama 3.1 take up so much VRAM? | 1 | [removed] | 2024-08-16T13:23:34 | https://www.reddit.com/r/LocalLLaMA/comments/1etoozu/llamacpp_why_does_quantized_llama_31_take_up_so/ | epistoteles | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etoozu | false | null | t3_1etoozu | /r/LocalLLaMA/comments/1etoozu/llamacpp_why_does_quantized_llama_31_take_up_so/ | false | false | self | 1 | null |
Prompting on top of transcripts and summarizing them ? | 1 | [removed] | 2024-08-16T13:21:06 | https://www.reddit.com/r/LocalLLaMA/comments/1etomya/prompting_on_top_of_transcripts_and_summarizing/ | Fluid-Beyond3878 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etomya | false | null | t3_1etomya | /r/LocalLLaMA/comments/1etomya/prompting_on_top_of_transcripts_and_summarizing/ | false | false | self | 1 | null |
New to Local LLMs: Seeking Guidance on Where to Start learning LLM to achieve my Goals | 1 | [removed] | 2024-08-16T13:20:26 | https://www.reddit.com/r/LocalLLaMA/comments/1etomej/new_to_local_llms_seeking_guidance_on_where_to/ | teohkang2000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etomej | false | null | t3_1etomej | /r/LocalLLaMA/comments/1etomej/new_to_local_llms_seeking_guidance_on_where_to/ | false | false | self | 1 | null |
[llama.cpp] Why does quantized Llama 3.1 take up so much VRAM? | 1 | [removed] | 2024-08-16T13:19:14 | https://www.reddit.com/r/LocalLLaMA/comments/1etolgn/llamacpp_why_does_quantized_llama_31_take_up_so/ | epistoteles | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etolgn | false | null | t3_1etolgn | /r/LocalLLaMA/comments/1etolgn/llamacpp_why_does_quantized_llama_31_take_up_so/ | false | false | self | 1 | null |
[llama.cpp] Why does quantized Llama 3.1 take up so much VRAM? | 1 | [removed] | 2024-08-16T13:17:51 | https://www.reddit.com/r/LocalLLaMA/comments/1etokbo/llamacpp_why_does_quantized_llama_31_take_up_so/ | epistoteles | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etokbo | false | null | t3_1etokbo | /r/LocalLLaMA/comments/1etokbo/llamacpp_why_does_quantized_llama_31_take_up_so/ | false | false | self | 1 | null |
InternLM x Lagent - Function Calling, Data Analysis anInternLM x Lagent - Function Calling, Data Analysis and Math Coder - looks decent, does anyone have any experience with this? (Tutorial on getting new tools setup would be very much appreciated!) | 1 | 2024-08-16T13:02:17 | https://v.redd.it/nahuq8k3v0jd1 | Tulip_Herder | /r/LocalLLaMA/comments/1eto7na/internlm_x_lagent_function_calling_data_analysis/ | 1970-01-01T00:00:00 | 0 | {} | 1eto7na | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/nahuq8k3v0jd1/DASHPlaylist.mpd?a=1726534977%2CZDgzM2MwMWFiNmM2NThmYmZlZGIwNDk1MmMxNzhjYzBjYzc1YzU0MTFiMTA0ZjU3YmNhMmY3YTA3Mjk4NDNmNA%3D%3D&v=1&f=sd', 'duration': 62, 'fallback_url': 'https://v.redd.it/nahuq8k3v0jd1/DASH_1080.mp4?source=fallback', 'h... | t3_1eto7na | /r/LocalLLaMA/comments/1eto7na/internlm_x_lagent_function_calling_data_analysis/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'Mm4yNjc2azN2MGpkMVXIGhXsGEG9h6zuZ4OgVJ5_uIUZh4ZGtYaX9PRGrP1o', 'resolutions': [{'height': 77, 'url': 'https://external-preview.redd.it/Mm4yNjc2azN2MGpkMVXIGhXsGEG9h6zuZ4OgVJ5_uIUZh4ZGtYaX9PRGrP1o.png?width=108&crop=smart&format=pjpg&auto=webp&s=ae667d339ef9733e3d0df0c61348b4a94d5ce... | ||
Hardware Purchased: Best way to host LLM in production | 2 | [removed] | 2024-08-16T12:49:13 | https://www.reddit.com/r/LocalLLaMA/comments/1etnx4j/hardware_purchased_best_way_to_host_llm_in/ | InfamousTurtle1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etnx4j | false | null | t3_1etnx4j | /r/LocalLLaMA/comments/1etnx4j/hardware_purchased_best_way_to_host_llm_in/ | false | false | 2 | null | |
Flux + Gemma-9b-SPPO prompt expander, all running in MLX | 53 | **TL;DR: I made a little CLI tool for Flux.schnell that has prompt queueing, prompt history, and LLM-assisted prompt expansion, and even LLM control over aspect ratio :) Uses a single-shot example with Gemma-9b-SPPO-4bit to have custom styles, so easy to inject your own style with no LoRAs necessary**
--------
Hey ev... | 2024-08-16T12:26:49 | https://www.reddit.com/r/LocalLLaMA/comments/1etnfzs/flux_gemma9bsppo_prompt_expander_all_running_in/ | mark-lord | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etnfzs | false | null | t3_1etnfzs | /r/LocalLLaMA/comments/1etnfzs/flux_gemma9bsppo_prompt_expander_all_running_in/ | false | false | 53 | {'enabled': False, 'images': [{'id': '9_JHDch9niyu-HD1SnFLK6Xm6OguoSW7Nc8i_YdUndU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nSVPEgmu_v038elLwm3xK4ybD1ZT_FajyC2Xc-dOz7I.jpg?width=108&crop=smart&auto=webp&s=0f94262065dc4bb95dd587ef99a845c62d7b5d22', 'width': 108}, {'height': 108, 'url': 'h... | |
It cannot be a coincidence that LLaMA 4 will need 10x compute because do you know what requires 10x compute or 10x traning time? Grokking. | 0 | https://techcrunch.com/2024/08/01/zuckerberg-says-meta-will-need-10x-more-computing-power-to-train-llama-4-than-llama-3/
https://arxiv.org/abs/2405.15071
https://arxiv.org/abs/2405.20233 | 2024-08-16T12:17:23 | https://www.reddit.com/gallery/1etn90b | Rationalbeing866 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1etn90b | false | null | t3_1etn90b | /r/LocalLLaMA/comments/1etn90b/it_cannot_be_a_coincidence_that_llama_4_will_need/ | false | false | 0 | null | |
Chinese transcription of a room | 0 | Father in law spends a lot of time in his office talking 'business' with things that always turn out to be scams. He's getting on a bit and we are worried he will do something crazy financially. I would like to put a microphone in his room, transcribe the text and then search the text for red flags.
Is this possib... | 2024-08-16T11:51:26 | https://www.reddit.com/r/LocalLLaMA/comments/1etmpwn/chinese_transcription_of_a_room/ | imanimmigrant | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etmpwn | false | null | t3_1etmpwn | /r/LocalLLaMA/comments/1etmpwn/chinese_transcription_of_a_room/ | false | false | self | 0 | null |
I think lmsys arena leaderboard is rigged somehow | 14 | This is the current leaderboard in lmsys
https://preview.redd.it/9vsxauj7j0jd1.png?width=1648&format=png&auto=webp&s=fdcb0d0d3a9a2eb95668825eb31392998bb04c7f
I have tried Claude Sonnet 3.5 and GPT-4o latest and in i can't see how it's better than it (I am still daily driving sonnet 3.5 until now).
I use the model fo... | 2024-08-16T11:42:16 | https://www.reddit.com/r/LocalLLaMA/comments/1etmjmw/i_think_lmsys_arena_leaderboard_is_rigged_somehow/ | Puzzleheaded_Mall546 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etmjmw | false | null | t3_1etmjmw | /r/LocalLLaMA/comments/1etmjmw/i_think_lmsys_arena_leaderboard_is_rigged_somehow/ | false | false | 14 | null | |
Turning the temperature up = encoded profound wisdom, not randomness!?
| 1 | [removed] | 2024-08-16T11:21:12 | https://www.reddit.com/r/LocalLLaMA/comments/1etm5vz/turning_the_temperature_up_encoded_profound/ | No_Driver_92 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etm5vz | false | null | t3_1etm5vz | /r/LocalLLaMA/comments/1etm5vz/turning_the_temperature_up_encoded_profound/ | false | false | self | 1 | null |
AI doing single task directly in your browser using ollama?
| 12 | I've developed a Chrome extension that's gaining traction with enterprise users and non-technical individuals. One of the first features I introduced is support for Ollama. However, it seems I'm the only one using this feature. It's becoming a headache because every time I deploy to the Chrome store, I face delays of 3... | 2024-08-16T11:16:48 | https://www.reddit.com/r/LocalLLaMA/comments/1etm347/ai_doing_single_task_directly_in_your_browser/ | AlbertoCubeddu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etm347 | false | null | t3_1etm347 | /r/LocalLLaMA/comments/1etm347/ai_doing_single_task_directly_in_your_browser/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': 'dPO1rdVPcQIjDtaC-_nSO1s6eOYinb_Ulxl0jnuAaYg', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/QBPpeQlMNZXiQC5w202dv5JwlxYUyxuKM_ktTAGYcPg.jpg?width=108&crop=smart&auto=webp&s=02c3cad69ed614a83e8397c5411584e1198a18a0', 'width': 108}, {'height': 113, 'url': 'h... |
Hello Guys, please watch these videos on Grokking. I am not affiliated with these two youtube channels. Grokking is the phenomenon where a model unexpectedly starts generalizing well on unseen data long after initially overfitting and achieving perfect accuracy on the training set. | 1 | [removed] | 2024-08-16T11:15:14 | Rationalbeing866 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1etm24s | false | null | t3_1etm24s | /r/LocalLLaMA/comments/1etm24s/hello_guys_please_watch_these_videos_on_grokking/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'U1o1Rx_8k7-gM6SmQAOVMNN6ATsl_ay-PU45dQdCn7U', 'resolutions': [{'height': 145, 'url': 'https://preview.redd.it/1atb9ndze0jd1.png?width=108&crop=smart&auto=webp&s=2faf40dc612d06014ba1ffa737442756e10f8fff', 'width': 108}, {'height': 290, 'url': 'https://preview.redd.it/1atb9ndze0jd1.pn... | ||
(From Thomas Wolf on X) FLUX has taken the open-source AI world totally by storm. Never seen so many derivative/spaces/demos of a model trending at the same time | 153 | [https://x.com/Thom\_Wolf/status/1824397053239103961](https://x.com/Thom_Wolf/status/1824397053239103961)
https://preview.redd.it/isy986std0jd1.jpg?width=1660&format=pjpg&auto=webp&s=b9d3444713db412e9cfbe2ab5f52d5e62f93c887
| 2024-08-16T11:08:56 | https://www.reddit.com/r/LocalLLaMA/comments/1etlxyi/from_thomas_wolf_on_x_flux_has_taken_the/ | Nunki08 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etlxyi | false | null | t3_1etlxyi | /r/LocalLLaMA/comments/1etlxyi/from_thomas_wolf_on_x_flux_has_taken_the/ | false | false | 153 | null | |
how do I download a local AI? | 1 | I’m so sorry for being dumb. This is probably a dumb question, but how do I download a local AI on PC? I really don’t understand a lot about how these work, therefore I’m even more confused on how to download one. Any help is appreciated! | 2024-08-16T11:06:57 | https://www.reddit.com/r/LocalLLaMA/comments/1etlws3/how_do_i_download_a_local_ai/ | nomannomannowaybroha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etlws3 | false | null | t3_1etlws3 | /r/LocalLLaMA/comments/1etlws3/how_do_i_download_a_local_ai/ | false | false | self | 1 | null |
What happens when you go closer to the maximum limit of the context window of an LLM | 1 | [removed] | 2024-08-16T10:48:57 | https://www.reddit.com/r/LocalLLaMA/comments/1etllhf/what_happens_when_you_go_closer_to_the_maximum/ | Undead_doomer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etllhf | false | null | t3_1etllhf | /r/LocalLLaMA/comments/1etllhf/what_happens_when_you_go_closer_to_the_maximum/ | false | false | self | 1 | null |
Don't you just love when this happens? (llama3.1 405B instruct) | 1 | 2024-08-16T10:44:05 | umataro | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1etlil4 | false | null | t3_1etlil4 | /r/LocalLLaMA/comments/1etlil4/dont_you_just_love_when_this_happens_llama31_405b/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'jnApURdg0ZyWzK_6Fr4ukrg-JQ_YGtkGi46gqscoFqo', 'resolutions': [{'height': 42, 'url': 'https://preview.redd.it/xetg1zi990jd1.jpeg?width=108&crop=smart&auto=webp&s=89e4f81621a5ae773ee7e62988d266aa7b1eae5d', 'width': 108}, {'height': 85, 'url': 'https://preview.redd.it/xetg1zi990jd1.jpe... | |||
Is it possible to rent GPU instances with confidentiality? | 1 | [removed] | 2024-08-16T10:43:55 | https://www.reddit.com/r/LocalLLaMA/comments/1etlihp/is_it_possible_to_rent_gpu_instances_with/ | Feeling_Usual1541 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etlihp | false | null | t3_1etlihp | /r/LocalLLaMA/comments/1etlihp/is_it_possible_to_rent_gpu_instances_with/ | false | false | self | 1 | null |
Model Going Crazy After Few Inpuuts | 1 | [removed] | 2024-08-16T10:27:09 | https://www.reddit.com/r/LocalLLaMA/comments/1etl99g/model_going_crazy_after_few_inpuuts/ | Barbatta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etl99g | false | null | t3_1etl99g | /r/LocalLLaMA/comments/1etl99g/model_going_crazy_after_few_inpuuts/ | false | false | self | 1 | null |
LocalAI Distributed Inference | 0 | Anyone using this setup to distribute inference on their network?
I have 3 machines with 3 4090s, 3 3090s and a 4070ti which would give me 136gb vram. I’m going to try to get this up and running today.
https://localai.io/features/distribute/ | 2024-08-16T10:25:11 | https://www.reddit.com/r/LocalLLaMA/comments/1etl85f/localai_distributed_inference/ | stonedoubt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etl85f | false | null | t3_1etl85f | /r/LocalLLaMA/comments/1etl85f/localai_distributed_inference/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'IwFeftNrXyzJpL7udwfs0dsmQnQSgBubUKynujDxtHE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/IXX2dqWpCvHUdu944PfTvWYQPCor1X72LeuOVTXlWXk.jpg?width=108&crop=smart&auto=webp&s=4d2ea5da0af89f0797fae4a4f3819f89daabcfa6', 'width': 108}, {'height': 113, 'url': 'h... |
Okay, Maybe Grok-2 is Decent. | 219 | Out of curiosity, I tried to prompt "How much blood can a human body generate in a day?" question. While there technically isn't a straightforward answer to this, I thought the results were interesting. Here, Llama-3.1-70B is claiming we produce up to 300mL of blood a day as well as up to 750mL of plasma. Not even a co... | 2024-08-16T10:10:30 | https://www.reddit.com/gallery/1etl028 | xadiant | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1etl028 | false | null | t3_1etl028 | /r/LocalLLaMA/comments/1etl028/okay_maybe_grok2_is_decent/ | false | false | 219 | null | |
Speech-to-Text Should Be Completely Free | 1 | [removed] | 2024-08-16T09:14:42 | https://www.reddit.com/r/LocalLLaMA/comments/1etk6hx/speechtotext_should_be_completely_free/ | Ok_Technician_9687 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etk6hx | false | null | t3_1etk6hx | /r/LocalLLaMA/comments/1etk6hx/speechtotext_should_be_completely_free/ | false | false | self | 1 | null |
I'd like to learn about how to train finetune and lora of LLM like llama3, having experience in training stable diffusion models... | 4 | I want to know what is the best online services that host, share and train loras and checkpoints like civitai, also can we get tutorials of training on those sites. (besides huggingface) | 2024-08-16T09:13:48 | https://www.reddit.com/r/LocalLLaMA/comments/1etk61a/id_like_to_learn_about_how_to_train_finetune_and/ | Roy_Elroy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etk61a | false | null | t3_1etk61a | /r/LocalLLaMA/comments/1etk61a/id_like_to_learn_about_how_to_train_finetune_and/ | false | false | self | 4 | null |
Street test, gamma 2, 2b, 9b, 27b, and 1.5pro | 0 | - 50/100/150/1k pairs of five-digit addition
- The first prompt asked it to calculate. The second prompt recalled its calculation result.
- The number 150 is because it is close to the context of 8192. Except for 1.5pro, the other three models cannot continue.
- Each was tested three times
- 1.5pro,
- 50/100/150,... | 2024-08-16T09:13:06 | https://www.reddit.com/r/LocalLLaMA/comments/1etk5pe/street_test_gamma_2_2b_9b_27b_and_15pro/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etk5pe | false | null | t3_1etk5pe | /r/LocalLLaMA/comments/1etk5pe/street_test_gamma_2_2b_9b_27b_and_15pro/ | false | false | self | 0 | null |
Nvidia CMP 170HX for LLMs? | 2 | My GPU buying addiction leads me to look at weird and wonderful budget options. One option that came up was the Nvidia CMP 170HX - a mining card that is based on the A100 but cut down with only 8-10GB or VRAM but with a 1.5TB/s memory bandwidth.
Unfortunately, Nvidia knew that people would want to use this and so nerf... | 2024-08-16T09:11:00 | https://www.reddit.com/r/LocalLLaMA/comments/1etk4ma/nvidia_cmp_170hx_for_llms/ | DeltaSqueezer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etk4ma | false | null | t3_1etk4ma | /r/LocalLLaMA/comments/1etk4ma/nvidia_cmp_170hx_for_llms/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'v9yWE6sXzH-6cKipUKpQXo9ztpPN1A46nX1wnBvsqFw', 'resolutions': [{'height': 59, 'url': 'https://external-preview.redd.it/5CAYxH_fLMXmIxCJ6bmwAeMA44xe0x7b3UGaGQvMA2k.jpg?width=108&crop=smart&auto=webp&s=26a7b24cd40b7f17ef571d32b4460b0b1bc8cdd5', 'width': 108}, {'height': 119, 'url': 'h... |
the obvious difference between Gemma2, 2b, 9b, 27b, and 1.5pro | 1 | [removed] | 2024-08-16T08:59:53 | https://www.reddit.com/r/LocalLLaMA/comments/1etjylf/the_obvious_difference_between_gemma2_2b_9b_27b/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etjylf | false | null | t3_1etjylf | /r/LocalLLaMA/comments/1etjylf/the_obvious_difference_between_gemma2_2b_9b_27b/ | false | false | self | 1 | null |
the obvious difference between 2b, 9b, 27b, and 1.5pro | 1 | [removed] | 2024-08-16T08:58:18 | https://www.reddit.com/r/LocalLLaMA/comments/1etjxt4/the_obvious_difference_between_2b_9b_27b_and_15pro/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etjxt4 | false | null | t3_1etjxt4 | /r/LocalLLaMA/comments/1etjxt4/the_obvious_difference_between_2b_9b_27b_and_15pro/ | false | false | self | 1 | null |
the obvious difference between 2b, 9b, 27b, and 1.5pro
| 1 | [removed] | 2024-08-16T08:55:55 | https://www.reddit.com/r/LocalLLaMA/comments/1etjwnd/the_obvious_difference_between_2b_9b_27b_and_15pro/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etjwnd | false | null | t3_1etjwnd | /r/LocalLLaMA/comments/1etjwnd/the_obvious_difference_between_2b_9b_27b_and_15pro/ | false | false | self | 1 | null |
Seeking Advice on Building a SaaS App for Analyzing French Beverage Advertisements for Law Evin Compliance | 1 | [removed] | 2024-08-16T08:46:04 | https://www.reddit.com/r/LocalLLaMA/comments/1etjrmi/seeking_advice_on_building_a_saas_app_for/ | dark_Oil_6825 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etjrmi | false | null | t3_1etjrmi | /r/LocalLLaMA/comments/1etjrmi/seeking_advice_on_building_a_saas_app_for/ | false | false | self | 1 | null |
Hardware for the Llama 3.1 70b | 1 | [removed] | 2024-08-16T08:20:20 | https://www.reddit.com/r/LocalLLaMA/comments/1etje92/hardware_for_the_llama_31_70b/ | Dnorgaard | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etje92 | false | null | t3_1etje92 | /r/LocalLLaMA/comments/1etje92/hardware_for_the_llama_31_70b/ | false | false | self | 1 | null |
Am i the dumb one? | 1 | [removed] | 2024-08-16T08:07:12 | https://www.reddit.com/r/LocalLLaMA/comments/1etj75q/am_i_the_dumb_one/ | Professional-Kale-43 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etj75q | false | null | t3_1etj75q | /r/LocalLLaMA/comments/1etj75q/am_i_the_dumb_one/ | false | false | self | 1 | null |
2024 is over half over, where are the agents? | 1 | [removed] | 2024-08-16T07:59:44 | https://www.reddit.com/r/LocalLLaMA/comments/1etj36m/2024_is_over_half_over_where_are_the_agents/ | Open_Channel_8626 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etj36m | false | null | t3_1etj36m | /r/LocalLLaMA/comments/1etj36m/2024_is_over_half_over_where_are_the_agents/ | false | false | self | 1 | null |
Why the 'Llama3-8b-instruct' response is not consistent every time ? | 1 | [removed] | 2024-08-16T07:22:12 | https://www.reddit.com/r/LocalLLaMA/comments/1etik7e/why_the_llama38binstruct_response_is_not/ | Biswajit_jena | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etik7e | false | null | t3_1etik7e | /r/LocalLLaMA/comments/1etik7e/why_the_llama38binstruct_response_is_not/ | false | false | self | 1 | null |
OpenAI and Google on Lmsys leaderboard every month after updating GPT /Gemini with barely noticeable improvements: | 1 | [removed] | 2024-08-16T07:21:08 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1etijoj | false | null | t3_1etijoj | /r/LocalLLaMA/comments/1etijoj/openai_and_google_on_lmsys_leaderboard_every/ | false | false | default | 1 | null | ||
GitHub - Nero10578/LLM-Inference-Benchmark | 1 | 2024-08-16T06:51:20 | https://github.com/Nero10578/LLM-Inference-Benchmark | nero10578 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1eti3wl | false | null | t3_1eti3wl | /r/LocalLLaMA/comments/1eti3wl/github_nero10578llminferencebenchmark/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'e9DOAAZc7mt0GnBzr9Jna3s0vjQxY07IX3L6Ro_Ys-Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2cAPvhYK4YQgy7I8sREheckQiY8DKhnTU9MTGRzUJac.jpg?width=108&crop=smart&auto=webp&s=b828e696b3351ef8c77f1229c8f21536b33e66c2', 'width': 108}, {'height': 108, 'url': 'h... | ||
What are some fun things to do with an LLM that is not ERP (Enterprise or the other kind)? | 46 | Please let me know.
If you don't, I will waste money on video games which I find very boring nowadays and give up mid campaign. | 2024-08-16T06:43:03 | https://www.reddit.com/r/LocalLLaMA/comments/1ethzfl/what_are_some_fun_things_to_do_with_an_llm_that/ | Rationalbeing866 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethzfl | false | null | t3_1ethzfl | /r/LocalLLaMA/comments/1ethzfl/what_are_some_fun_things_to_do_with_an_llm_that/ | false | false | self | 46 | null |
What are some fun things to do with an LLM that is not ERP (Enterprise or the other kind)? | 1 | [deleted] | 2024-08-16T06:42:32 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1ethz59 | false | null | t3_1ethz59 | /r/LocalLLaMA/comments/1ethz59/what_are_some_fun_things_to_do_with_an_llm_that/ | false | false | default | 1 | null | ||
LLM-Inference-Benchmark | 1 | [removed] | 2024-08-16T06:31:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ethti6/llminferencebenchmark/ | nero10578 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethti6 | false | null | t3_1ethti6 | /r/LocalLLaMA/comments/1ethti6/llminferencebenchmark/ | false | false | self | 1 | null |
I made an LLM inference benchmark tool | 1 | 2024-08-16T06:30:33 | https://github.com/Nero10578/LLM-Inference-Benchmark | nero10578 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ethsvf | false | null | t3_1ethsvf | /r/LocalLLaMA/comments/1ethsvf/i_made_an_llm_inference_benchmark_tool/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'e9DOAAZc7mt0GnBzr9Jna3s0vjQxY07IX3L6Ro_Ys-Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2cAPvhYK4YQgy7I8sREheckQiY8DKhnTU9MTGRzUJac.jpg?width=108&crop=smart&auto=webp&s=b828e696b3351ef8c77f1229c8f21536b33e66c2', 'width': 108}, {'height': 108, 'url': 'h... | ||
llama3.1 bedrock help | 1 | [removed] | 2024-08-16T06:29:44 | https://www.reddit.com/r/LocalLLaMA/comments/1ethscm/llama31_bedrock_help/ | Intrepid_Art_1964 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethscm | false | null | t3_1ethscm | /r/LocalLLaMA/comments/1ethscm/llama31_bedrock_help/ | false | false | self | 1 | null |
llam3.1 8b instruct bedrock model help | 1 | [removed] | 2024-08-16T06:24:55 | https://www.reddit.com/r/LocalLLaMA/comments/1ethppb/llam31_8b_instruct_bedrock_model_help/ | Intrepid_Art_1964 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethppb | false | null | t3_1ethppb | /r/LocalLLaMA/comments/1ethppb/llam31_8b_instruct_bedrock_model_help/ | false | false | self | 1 | null |
llama3.1 8b instruct bedrock model, text-to-SQL using predefined questions and queries in the prompt. | 1 | [removed] | 2024-08-16T06:24:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ethp9v/llama31_8b_instruct_bedrock_model_texttosql_using/ | Intrepid_Art_1964 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethp9v | false | null | t3_1ethp9v | /r/LocalLLaMA/comments/1ethp9v/llama31_8b_instruct_bedrock_model_texttosql_using/ | false | false | self | 1 | null |
Qwen tells me it is NSFW to create an audio of a coyote howling with a cat ? (PS: I don't know if Howling has another meaning) | 1 | [removed] | 2024-08-16T06:01:47 | https://www.reddit.com/r/LocalLLaMA/comments/1ethd48/qwen_tells_me_it_is_nsfw_to_create_an_audio_of_a/ | broodysupertramp | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ethd48 | false | null | t3_1ethd48 | /r/LocalLLaMA/comments/1ethd48/qwen_tells_me_it_is_nsfw_to_create_an_audio_of_a/ | false | false | nsfw | 1 | null |
Based on your current knowledge of GPUs/ TPUs / NPUs /ASICs, quantization, Bitnet 1.58 and layers pruning and extrapolating it to the future what is the largest model size we will have in 5 years? | 0 | 100 trillion?
500 trillion?
1 quadrillion (1000 trillion)?
Even larger?
I think the largest model size we can train today is 27 trillion on a Nvidia Blackwell datacentre.
Is the real bottleneck of training mega models the massive amount of electricity required which may require a seperate powerplant (nuclear or hy... | 2024-08-16T05:57:51 | https://www.reddit.com/r/LocalLLaMA/comments/1etharj/based_on_your_current_knowledge_of_gpus_tpus_npus/ | Rationalbeing866 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etharj | false | null | t3_1etharj | /r/LocalLLaMA/comments/1etharj/based_on_your_current_knowledge_of_gpus_tpus_npus/ | false | false | self | 0 | null |
LLM inference AMD Ryzen 5 9950x vs M3 Max | 2 | Does anyone already build and run some LLM inference on new AMD Ryzen 5 9950X or 9900X?
The price of MacBook with 128GB is at least on the level of building whole PC with Ryzen 5 196GB ram and up to at least 32-48GB GPU. Would love to see tokens per second comparison of such as machines! | 2024-08-16T05:39:23 | https://www.reddit.com/r/LocalLLaMA/comments/1eth08l/llm_inference_amd_ryzen_5_9950x_vs_m3_max/ | Longjumping-Lawyer61 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1eth08l | false | null | t3_1eth08l | /r/LocalLLaMA/comments/1eth08l/llm_inference_amd_ryzen_5_9950x_vs_m3_max/ | false | false | self | 2 | null |
Llama-3 qlora inference VRAM usage is high | 0 | Hi all,
I have fine-tuned llama-3 using qlora technique and wanted to do inference.
I use the below code for inference.
bnb_config = BitsAndBytesConfig(
load_in_4bit= True,
bnb_4bit_quant_type= "nf4",
bnb_4bit_compute_dtype= torch.bfloat16,
bnb_4bit_use_double_quant= False)
... | 2024-08-16T05:24:37 | https://www.reddit.com/r/LocalLLaMA/comments/1etgrrk/llama3_qlora_inference_vram_usage_is_high/ | vile_proxima | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etgrrk | false | null | t3_1etgrrk | /r/LocalLLaMA/comments/1etgrrk/llama3_qlora_inference_vram_usage_is_high/ | false | false | self | 0 | null |
sarvamai/sarvam-2b-v0.5 · Hugging Face | 39 | Have you checked out this new Indic llama trained from scratch by SarvamAI (dubbed as the Indian open ai). They have used a completely new tokenisation strategy which gives insane improvement in throughput and latency without degradation in accuracy. It does a brilliant job at handling colloquial verbiage. | 2024-08-16T05:12:53 | https://www.reddit.com/r/LocalLLaMA/comments/1etgl6t/sarvamaisarvam2bv05_hugging_face/ | Soaccer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etgl6t | false | null | t3_1etgl6t | /r/LocalLLaMA/comments/1etgl6t/sarvamaisarvam2bv05_hugging_face/ | false | false | self | 39 | {'enabled': False, 'images': [{'id': 'cgz0CvDxoTVSkXFnxqTPf-9A6lgazTAPfp9lJzRx1KQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/JCREt47b91I-r05if5zalLMayh8uqVGhZXI56_xOsoo.jpg?width=108&crop=smart&auto=webp&s=15d8f501d0a8a483fc429f70452dea3e69d8adb3', 'width': 108}, {'height': 116, 'url': 'h... |
Dual GPU RTX 4090 / 3090 setup | 66 | I’m getting about 15-16 t/s using Ollama in Windows - running Llama 3.1 70B - q4_0, not sure if its good or not, im just starting out learning about this stuff | 2024-08-16T04:53:43 | Initial-Jelly7391 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1etga2t | false | null | t3_1etga2t | /r/LocalLLaMA/comments/1etga2t/dual_gpu_rtx_4090_3090_setup/ | false | false | 66 | {'enabled': True, 'images': [{'id': '0OflUWp7QJA3RXlezuroND2LnZu3QFMiy_aD_X_M_A4', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/bvqcwh3xiyid1.jpeg?width=108&crop=smart&auto=webp&s=9c69720d051f1710c1f9ac1a906a8ddfb78f0b7a', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/bvqcwh3xiyid1.jp... | ||
Based on your current knowledge of GPUs/ TPUs / NPUs /ASICs, quantization, Bitnet 1.58 and layers pruning and extrapolating it to the future what is the largest model size we will have in 5 years? | 1 | [removed] | 2024-08-16T04:03:08 | https://www.reddit.com/r/LocalLLaMA/comments/1etfen0/based_on_your_current_knowledge_of_gpus_tpus_npus/ | Rationalbeing866 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etfen0 | false | null | t3_1etfen0 | /r/LocalLLaMA/comments/1etfen0/based_on_your_current_knowledge_of_gpus_tpus_npus/ | false | false | self | 1 | null |
Trying to find solution of this question listed | 1 | [removed] | 2024-08-16T02:43:51 | https://www.reddit.com/r/LocalLLaMA/comments/1etdwr7/trying_to_find_solution_of_this_question_listed/ | No_Organization_8469 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdwr7 | false | null | t3_1etdwr7 | /r/LocalLLaMA/comments/1etdwr7/trying_to_find_solution_of_this_question_listed/ | false | false | self | 1 | null |
Based on your current knowledge of GPUs/ TPUs / NPUs /ASICs, quantization (including Bitnet) and layers pruning and extrapolating it to the future what is the largest model size we will have in 5 years? | 1 | [removed] | 2024-08-16T02:30:15 | https://www.reddit.com/r/LocalLLaMA/comments/1etdn3m/based_on_your_current_knowledge_of_gpus_tpus_npus/ | Rationalbeing866 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdn3m | false | null | t3_1etdn3m | /r/LocalLLaMA/comments/1etdn3m/based_on_your_current_knowledge_of_gpus_tpus_npus/ | false | false | self | 1 | null |
Do you feel the obvious difference between 2b, 9b, 27b, and 1.5pro? | 1 | [removed] | 2024-08-16T02:28:31 | https://www.reddit.com/r/LocalLLaMA/comments/1etdlv5/do_you_feel_the_obvious_difference_between_2b_9b/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdlv5 | false | null | t3_1etdlv5 | /r/LocalLLaMA/comments/1etdlv5/do_you_feel_the_obvious_difference_between_2b_9b/ | false | false | self | 1 | null |
Do you feel the obvious difference between 2b, 9b, 27b, and 1.5pro? | 1 | [removed] | 2024-08-16T02:26:34 | https://www.reddit.com/r/LocalLLaMA/comments/1etdkku/do_you_feel_the_obvious_difference_between_2b_9b/ | No_Bathroom_9111 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdkku | false | null | t3_1etdkku | /r/LocalLLaMA/comments/1etdkku/do_you_feel_the_obvious_difference_between_2b_9b/ | false | false | self | 1 | null |
Llama3.1-8B is really bad at unit conversion? | 0 | 2024-08-16T02:21:10 | https://www.reddit.com/r/LocalLLaMA/comments/1etdgql/llama318b_is_really_bad_at_unit_conversion/ | LumberJack2008 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdgql | false | null | t3_1etdgql | /r/LocalLLaMA/comments/1etdgql/llama318b_is_really_bad_at_unit_conversion/ | false | false | 0 | null | ||
Do you feel the obvious difference between 2b, 9b, 27b, and 1.5pro? | 1 | [removed] | 2024-08-16T02:18:05 | https://www.reddit.com/r/LocalLLaMA/comments/1etdejn/do_you_feel_the_obvious_difference_between_2b_9b/ | Optifnolinalgebdirec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdejn | false | null | t3_1etdejn | /r/LocalLLaMA/comments/1etdejn/do_you_feel_the_obvious_difference_between_2b_9b/ | false | false | self | 1 | null |
Rating problem | 4 | I read many llm leaderboard and on many of this i see, what internlm and Phi3-medium are the best llm from 1b to 14b. But, when i test it myself i see, what gemma2 2b better, than llama3.1, internlm and phi3. Why leaderboard rating is so weird? | 2024-08-16T02:15:59 | https://www.reddit.com/r/LocalLLaMA/comments/1etdd3x/rating_problem/ | StandarterSD | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdd3x | false | null | t3_1etdd3x | /r/LocalLLaMA/comments/1etdd3x/rating_problem/ | false | false | self | 4 | null |
Do you feel the obvious difference between 2b, 9b, 27b, and 1.5pro? | 1 | [removed] | 2024-08-16T02:13:55 | https://www.reddit.com/r/LocalLLaMA/comments/1etdbix/do_you_feel_the_obvious_difference_between_2b_9b/ | Optifnolinalgebdirec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etdbix | false | null | t3_1etdbix | /r/LocalLLaMA/comments/1etdbix/do_you_feel_the_obvious_difference_between_2b_9b/ | false | false | self | 1 | null |
Do you feel the obvious difference between 2b, 9b, 27b, and 1.5pro? | 1 | [removed] | 2024-08-16T02:04:08 | https://www.reddit.com/r/LocalLLaMA/comments/1etd4mk/do_you_feel_the_obvious_difference_between_2b_9b/ | Optifnolinalgebdirec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etd4mk | false | null | t3_1etd4mk | /r/LocalLLaMA/comments/1etd4mk/do_you_feel_the_obvious_difference_between_2b_9b/ | false | false | self | 1 | null |
Best model for NSFW roleplay? | 1 | [removed] | 2024-08-16T01:59:11 | https://www.reddit.com/r/LocalLLaMA/comments/1etd0yh/best_model_for_nsfw_roleplay/ | Background_Border916 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etd0yh | false | null | t3_1etd0yh | /r/LocalLLaMA/comments/1etd0yh/best_model_for_nsfw_roleplay/ | false | false | nsfw | 1 | {'enabled': False, 'images': [{'id': 'yWcjf1ru5yWRjD0zgrCsQixV1UznisZGTs7GJ_FibPg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/COu8g_Ik3nWJSLJgK3QyH_kxFBxIMyP3U15z_xkiY88.jpg?width=108&crop=smart&auto=webp&s=4d76a160da8e9a6a81195b7a46734f63c0caf819', 'width': 108}, {'height': 116, 'url': 'h... |
"Grok-2 and Grok-2 mini now hold the top two spots on MathVista" hope they open source Grok mini soon | 196 | 2024-08-16T01:34:06 | JP_525 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1etcj0k | false | null | t3_1etcj0k | /r/LocalLLaMA/comments/1etcj0k/grok2_and_grok2_mini_now_hold_the_top_two_spots/ | false | false | 196 | {'enabled': True, 'images': [{'id': 'vSXQR0DCEonpKDedbSMY1D9y2s5e0i-hQd_q3CvCLoE', 'resolutions': [{'height': 133, 'url': 'https://preview.redd.it/spbmw50hhxid1.png?width=108&crop=smart&auto=webp&s=0e28a341771e5e1f50ce96c0efc8f0959db76d39', 'width': 108}, {'height': 266, 'url': 'https://preview.redd.it/spbmw50hhxid1.pn... | |||
I keep seeing Flux LoRA examples everywhere. Anyone have a link to a good tutorial? | 2 | Any input is appreciated! | 2024-08-16T01:14:52 | https://www.reddit.com/r/LocalLLaMA/comments/1etc4hb/i_keep_seeing_flux_lora_examples_everywhere/ | Hinged31 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etc4hb | false | null | t3_1etc4hb | /r/LocalLLaMA/comments/1etc4hb/i_keep_seeing_flux_lora_examples_everywhere/ | false | false | self | 2 | null |
Llama 3.1 405B EXL2: follow up w/ Mistral, context length | 1 | [removed] | 2024-08-16T01:07:26 | https://www.reddit.com/r/LocalLLaMA/comments/1etbyzg/llama_31_405b_exl2_follow_up_w_mistral_context/ | Grimulkan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etbyzg | false | null | t3_1etbyzg | /r/LocalLLaMA/comments/1etbyzg/llama_31_405b_exl2_follow_up_w_mistral_context/ | false | false | self | 1 | null |
Llama & Mistral EXL2 quant results [v2] | 1 | [removed] | 2024-08-16T00:55:08 | https://www.reddit.com/r/LocalLLaMA/comments/1etbpr2/llama_mistral_exl2_quant_results_v2/ | Grimulkan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etbpr2 | false | null | t3_1etbpr2 | /r/LocalLLaMA/comments/1etbpr2/llama_mistral_exl2_quant_results_v2/ | false | false | 1 | null | |
What's the best model I can run with my GPU? | 2 | So, I have a 3090 and an i9-13850K. Not sure if the CPU is even relevant to running models, but anyway, I’ve tried Llama-3.1-8B and I’m currently testing out Hermes-3-Llama-3.1-8B. It runs smoothly and pretty fast too, but I don’t really care about speed. I want the absolute smartest model I can run on my computer, eve... | 2024-08-16T00:31:37 | https://www.reddit.com/r/LocalLLaMA/comments/1etb7px/whats_the_best_model_i_can_run_with_my_gpu/ | pigeon57434 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etb7px | false | null | t3_1etb7px | /r/LocalLLaMA/comments/1etb7px/whats_the_best_model_i_can_run_with_my_gpu/ | false | false | self | 2 | null |
VSCode Extension to interact with LLM API in a Jupyter Notebook-style interface: ChatLLM | 3 | I recently found out about this extension: https://github.com/locuslab/chatllm-vscode. I really like the chat experience. I was pleasantly surprised to see GitHub Copilot autocomplete the question I was about to type (never imagined i needed this feature). The interactions are conveniently saved in a single file.
I'm ... | 2024-08-16T00:02:34 | https://www.reddit.com/r/LocalLLaMA/comments/1etal6w/vscode_extension_to_interact_with_llm_api_in_a/ | amit13k | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1etal6w | false | null | t3_1etal6w | /r/LocalLLaMA/comments/1etal6w/vscode_extension_to_interact_with_llm_api_in_a/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': '6RkyzholX6DNfP_tLI4RCKMCQXjyYQCA88YrUwVcLEk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/XCC6hNACkCA1tN0xH1s_LJwxSf-1o5Dmk2wOqpOJXIY.jpg?width=108&crop=smart&auto=webp&s=0ca592c1af5c59b500fabd4544343053b94204d9', 'width': 108}, {'height': 108, 'url': 'h... |
Current MathVista Leaderboard | 1 | 2024-08-15T23:48:34 | jiayounokim | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1etaa7m | false | null | t3_1etaa7m | /r/LocalLLaMA/comments/1etaa7m/current_mathvista_leaderboard/ | false | false | 1 | {'enabled': True, 'images': [{'id': '1lkG67KdGzFwwJXppslFOi2n1E--hP6meeT4CGfui3s', 'resolutions': [{'height': 74, 'url': 'https://preview.redd.it/vq2p2isd0xid1.png?width=108&crop=smart&auto=webp&s=3b012fbe7ed3e28cfe574a45349a0f3117d38b8b', 'width': 108}, {'height': 149, 'url': 'https://preview.redd.it/vq2p2isd0xid1.png... | |||
AI Chef | 0 | Someone definitely needs to make an AI that knows how to cook in the future. So many people would be able to stop eating fast food. | 2024-08-15T23:32:31 | https://www.reddit.com/r/LocalLLaMA/comments/1et9xoe/ai_chef/ | Shyvadi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et9xoe | false | null | t3_1et9xoe | /r/LocalLLaMA/comments/1et9xoe/ai_chef/ | false | false | self | 0 | null |
What are the best small models for each use case? | 4 | So since I only have 6gb vram and 64GB ram, I am very limited with what models I can run.
As an example: large LLM, gpt4o, llama 405b, sonnet, etc, they are all great models and basically all can be used for the different use cases.
But for small local models, that’s not really possible, as llama3.1 8B works good fo... | 2024-08-15T23:24:22 | https://www.reddit.com/r/LocalLLaMA/comments/1et9r2y/what_are_the_best_small_models_for_each_use_case/ | Deluded-1b-gguf | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et9r2y | false | null | t3_1et9r2y | /r/LocalLLaMA/comments/1et9r2y/what_are_the_best_small_models_for_each_use_case/ | false | false | self | 4 | null |
Understanding LLM Distillation - Gemma 2 and Nvidia Minitron | 37 | Both Google and Nvidia has recently prooven it is possible to train smaller models like Gemma 2b and Minitron 4B to approximate the behaviour of bigger models throught knowledge distillation rather than next word prediction.
I have been following this line of work for a while and will like to shed more light on how it... | 2024-08-15T23:04:38 | https://www.reddit.com/r/LocalLLaMA/comments/1et9ay6/understanding_llm_distillation_gemma_2_and_nvidia/ | johnolafenwa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et9ay6 | false | null | t3_1et9ay6 | /r/LocalLLaMA/comments/1et9ay6/understanding_llm_distillation_gemma_2_and_nvidia/ | false | false | self | 37 | {'enabled': False, 'images': [{'id': 'Kapvq2aKXmr4o3letp7C2w1HP35D39Bx2QJ1iMcUQ-Q', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/GSWbqhpVSkhSQBPs_JGRY-NyGqyg1tz7amDxQCOgVBs.jpg?width=108&crop=smart&auto=webp&s=567d921bfa51b07cc22e7bd3173172f153031817', 'width': 108}, {'height': 162, 'url': 'h... |
ollama doesn't work | 0 | I installed ollama. Upon installation the command line interface appear and I am able to use it. But when I try to open again the app clicking on ollama shortcut nothing happen. | 2024-08-15T22:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1et93w7/ollama_doesnt_work/ | Govoleo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et93w7 | false | null | t3_1et93w7 | /r/LocalLLaMA/comments/1et93w7/ollama_doesnt_work/ | false | false | self | 0 | null |
If you are a fan of SWE-Bench, this new blog post about improving it and creating SWE-Bench Verified is really interesting. A lot of the tasks were impossible to solve and underestimated agents abilities. | 15 | 2024-08-15T22:52:42 | https://openai.com/index/introducing-swe-bench-verified/ | jd_3d | openai.com | 1970-01-01T00:00:00 | 0 | {} | 1et91a9 | false | null | t3_1et91a9 | /r/LocalLLaMA/comments/1et91a9/if_you_are_a_fan_of_swebench_this_new_blog_post/ | false | false | default | 15 | null | |
Help!! Looking for AI for erotic stories... and still had no luck T^T | 1 | [removed] | 2024-08-15T22:45:25 | https://www.reddit.com/r/LocalLLaMA/comments/1et8vg4/help_looking_for_ai_for_erotic_stories_and_still/ | Careless-Home-7690 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et8vg4 | false | null | t3_1et8vg4 | /r/LocalLLaMA/comments/1et8vg4/help_looking_for_ai_for_erotic_stories_and_still/ | false | false | self | 1 | null |
My Phi 3 medium is confused. | 1 | [removed] | 2024-08-15T22:36:53 | warshadow | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1et8ofp | false | null | t3_1et8ofp | /r/LocalLLaMA/comments/1et8ofp/my_phi_3_medium_is_confused/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'M_ZKMGT0BHB1EAlnLGyqiF2AtiirvWX3ZrktWotvyZQ', 'resolutions': [{'height': 49, 'url': 'https://preview.redd.it/3aluj4fonwid1.jpeg?width=108&crop=smart&auto=webp&s=ae57731f709527678c0ae7a2d3139f29800684f5', 'width': 108}, {'height': 98, 'url': 'https://preview.redd.it/3aluj4fonwid1.jpe... | ||
I built an API that parses unstructured documents into structured JSON. Would love your feedback. | 1 | [removed] | 2024-08-15T22:22:41 | https://www.reddit.com/r/LocalLLaMA/comments/1et8cjg/i_built_an_api_that_parses_unstructured_documents/ | dhj9817 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et8cjg | false | null | t3_1et8cjg | /r/LocalLLaMA/comments/1et8cjg/i_built_an_api_that_parses_unstructured_documents/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Oy8flbPaNhZO2fk0Fb934KA6uZaT1NPAaSkAeLs9Yjg', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/yf3Ki09P68eW6Z9rTwJhepkpDlVWXJVnVWq_trVp5GI.jpg?width=108&crop=smart&auto=webp&s=6d7aa1125dd382054f8f54aefcd0e9835cb7a9b4', 'width': 108}, {'height': 113, 'url': 'h... |
Ollama constantly hangs in production after some requests. Looking for an Alternative | 8 | We are looking for an alternative for running [#LLAMA](https://x.com/hashtag/LLAMA?src=hashtag_click) 3.1 on production. We tried [#ollama](https://x.com/hashtag/ollama?src=hashtag_click), but it constantly hangs after a bunch of requests on our linux node with a RTX 4000. A dirty workaround is to run a cronjob that re... | 2024-08-15T22:08:47 | https://www.reddit.com/r/LocalLLaMA/comments/1et810q/ollama_constantly_hangs_in_production_after_some/ | tf1155 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et810q | false | null | t3_1et810q | /r/LocalLLaMA/comments/1et810q/ollama_constantly_hangs_in_production_after_some/ | false | false | self | 8 | null |
Magnum Arena | 39 | Hello locallama! In the past few weeks, we've been experimenting with our own custom fork of the lmsys arena for our magnum series models.
Many of you told us that downloading just to test some experiments and releases takes a lot of time and might require re-quanting, which we totally get.
Collecting votes across ma... | 2024-08-15T22:01:41 | https://www.reddit.com/r/LocalLLaMA/comments/1et7uvl/magnum_arena/ | lucyknada | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et7uvl | false | null | t3_1et7uvl | /r/LocalLLaMA/comments/1et7uvl/magnum_arena/ | false | false | self | 39 | null |
Seeking Advice on Building a SaaS App for Analyzing French Beverage Advertisements for Law Evin Compliance | 1 | [removed] | 2024-08-15T21:45:42 | https://www.reddit.com/r/LocalLLaMA/comments/1et7h49/seeking_advice_on_building_a_saas_app_for/ | Shot-Contribution792 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et7h49 | false | null | t3_1et7h49 | /r/LocalLLaMA/comments/1et7h49/seeking_advice_on_building_a_saas_app_for/ | false | false | self | 1 | null |
What are the best models that can run in a free Google collab account? | 5 | Can an 8B model fit? Are there any other comparable services?
Also, what can one get if one pays a little? Any help and suggestions would be appreciated! | 2024-08-15T21:43:23 | https://www.reddit.com/r/LocalLLaMA/comments/1et7f47/what_are_the_best_models_that_can_run_in_a_free/ | hedonihilistic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et7f47 | false | null | t3_1et7f47 | /r/LocalLLaMA/comments/1et7f47/what_are_the_best_models_that_can_run_in_a_free/ | false | false | self | 5 | null |
Has anyone made a local realtime AI voice chat app that lets you swap TTS, STT, and LLM models to whatever endpoints you want? | 16 | So latency of using Open WebUI voice chat model with Whisper / Gemma2:2b / XTTS is still like 6 seconds on my Threadripper 7960x / 4090 / Win 11 build despite all the suggested tweaks that I’ve tried.
Has anyone built a super lightweight local realtime voice chat where you can just point it at OpenAi compatible endpoi... | 2024-08-15T21:01:27 | https://www.reddit.com/r/LocalLLaMA/comments/1et6e8o/has_anyone_made_a_local_realtime_ai_voice_chat/ | Porespellar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et6e8o | false | null | t3_1et6e8o | /r/LocalLLaMA/comments/1et6e8o/has_anyone_made_a_local_realtime_ai_voice_chat/ | false | false | self | 16 | null |
Made a new LLM Inference Benchmark to test performance metrics | 1 | 2024-08-15T20:56:34 | https://github.com/Nero10578/LLM-Inference-Benchmark | nero10578 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1et69qy | false | null | t3_1et69qy | /r/LocalLLaMA/comments/1et69qy/made_a_new_llm_inference_benchmark_to_test/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'e9DOAAZc7mt0GnBzr9Jna3s0vjQxY07IX3L6Ro_Ys-Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2cAPvhYK4YQgy7I8sREheckQiY8DKhnTU9MTGRzUJac.jpg?width=108&crop=smart&auto=webp&s=b828e696b3351ef8c77f1229c8f21536b33e66c2', 'width': 108}, {'height': 108, 'url': 'h... | ||
I created a new benchmark to compare our inference performance! | 1 | [removed] | 2024-08-15T20:54:04 | https://www.reddit.com/r/LocalLLaMA/comments/1et67o5/i_created_a_new_benchmark_to_compare_our/ | nero10578 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et67o5 | false | null | t3_1et67o5 | /r/LocalLLaMA/comments/1et67o5/i_created_a_new_benchmark_to_compare_our/ | false | false | self | 1 | null |
im pretty new to local ai and the new flux and llama 3 models are looking incredible. with a 3090 whats some of the best stuff i can do with local ai? | 4 | im thinking training flux loras but i want to know what else i can do that im not thinking of | 2024-08-15T20:47:22 | https://www.reddit.com/r/LocalLLaMA/comments/1et61sk/im_pretty_new_to_local_ai_and_the_new_flux_and/ | jeremiahn4 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et61sk | false | null | t3_1et61sk | /r/LocalLLaMA/comments/1et61sk/im_pretty_new_to_local_ai_and_the_new_flux_and/ | false | false | self | 4 | null |
Flux.1 converted into GGUF - what interesting opportunity it offers in llm space? | 120 | I recently used a GGUF model of Flux in ComfyUI to generate images. It’s impressively fast and works smoothly within just 8GB of VRAM. I'm curious to hear your thoughts on how this could open up new possibilities.
https://github.com/city96/ComfyUI-GGUF
https://huggingface.co/city96/FLUX.1-dev-gguf | 2024-08-15T20:37:28 | https://www.reddit.com/r/LocalLLaMA/comments/1et5t4z/flux1_converted_into_gguf_what_interesting/ | dreamai87 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et5t4z | false | null | t3_1et5t4z | /r/LocalLLaMA/comments/1et5t4z/flux1_converted_into_gguf_what_interesting/ | false | false | self | 120 | {'enabled': False, 'images': [{'id': 'g3Y0TsjGla88qJaFzPyP27TddZNt3VdrU1oDziBu0A0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/VAfQE43_FtcwKLhenyeFJ6ruTjfk-pSTi3ZEr1jy6W4.jpg?width=108&crop=smart&auto=webp&s=ea636aac18275f474f5b11e1739b6ae2c4eff97c', 'width': 108}, {'height': 108, 'url': 'h... |
Let's compare our inference performance! | 1 | [removed] | 2024-08-15T20:27:22 | https://www.reddit.com/r/LocalLLaMA/comments/1et5k71/lets_compare_our_inference_performance/ | nero10578 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et5k71 | false | null | t3_1et5k71 | /r/LocalLLaMA/comments/1et5k71/lets_compare_our_inference_performance/ | false | false | self | 1 | null |
Will Elon open source Grok 2? | 0 | Elon Musk seems to be a supporter of open sourcing his tech, as he shared Grok 1 and the Twitter algorithm. However, he never shared Grok 1.5. Do you think he will open source Grok 2? | 2024-08-15T20:00:53 | https://www.reddit.com/r/LocalLLaMA/comments/1et4wro/will_elon_open_source_grok_2/ | New-Skin-5064 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et4wro | false | null | t3_1et4wro | /r/LocalLLaMA/comments/1et4wro/will_elon_open_source_grok_2/ | false | false | self | 0 | null |
What is the best setup for a local llm I can access local docs with? | 4 | Forgive me, as I get a bit mixed up on the terminology, but my goal is to take an open source github repo's documents (which I've cloned locally) and have a local llm refer to those documents while we're coding for the project.
I'm running an rtx 3090 (24 gb) and wihle not a coder myself, have used claude and chatgpt ... | 2024-08-15T19:58:05 | https://www.reddit.com/r/LocalLLaMA/comments/1et4u93/what_is_the_best_setup_for_a_local_llm_i_can/ | MrWeirdoFace | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et4u93 | false | null | t3_1et4u93 | /r/LocalLLaMA/comments/1et4u93/what_is_the_best_setup_for_a_local_llm_i_can/ | false | false | self | 4 | null |
System requirements for phi 3 mini model | 1 | I am very new when it comes to running an model locally, plus my laptop does not support most of them based on the system requirements mentioned in the documentations. So I asked my friend who works as an AI engineer in an ed tech based company for an recommendation since using API alternative for these models is not v... | 2024-08-15T19:48:11 | https://www.reddit.com/r/LocalLLaMA/comments/1et4lpt/system_requirements_for_phi_3_mini_model/ | BLOOD-STROKE | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et4lpt | false | null | t3_1et4lpt | /r/LocalLLaMA/comments/1et4lpt/system_requirements_for_phi_3_mini_model/ | false | false | self | 1 | null |
Will small models get exponentionally better? | 134 | As with many other users, I am running small models like Phi3 3B on a “potato” (Mac with 8GB RAM). That makes me wonder: Will small models make a huge leap in quality over the next few years, or is the plateau almost reached? | 2024-08-15T19:36:36 | https://www.reddit.com/r/LocalLLaMA/comments/1et4brc/will_small_models_get_exponentionally_better/ | maveduck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et4brc | false | null | t3_1et4brc | /r/LocalLLaMA/comments/1et4brc/will_small_models_get_exponentionally_better/ | false | false | self | 134 | null |
Ollama + Open WebUI local | 1 | [removed] | 2024-08-15T19:04:52 | https://www.reddit.com/r/LocalLLaMA/comments/1et3ijw/ollama_open_webui_local/ | Salt-Perspective8989 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et3ijw | false | null | t3_1et3ijw | /r/LocalLLaMA/comments/1et3ijw/ollama_open_webui_local/ | false | false | self | 1 | null |
Local 13B Model in Apple Silicon | 4 | Local 13B model Apple Silicon
Hi, I just tried to install locally from Hugging Face using Llama.cpp a 13B model into a MacBook Pro with M3Pro and 18Gb RAM but am getting: ggml_metal_graph_compute: command buffer 0 failed with status 5
error: Insufficient Memory (00000008:kIOGPUCommandBufferCallbackErrorOutOfMemory).
... | 2024-08-15T18:57:26 | https://www.reddit.com/r/LocalLLaMA/comments/1et3b16/local_13b_model_in_apple_silicon/ | TheSoundOfMusak | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et3b16 | false | null | t3_1et3b16 | /r/LocalLLaMA/comments/1et3b16/local_13b_model_in_apple_silicon/ | false | false | self | 4 | null |
Easy to deploy LLM Benchmark | 7 | Is there an easy to deploy, portable benchmark out there for comparing hardware configurations? I did search and have been trying a few, but they haven't necessarily been easy to work with.
* [LLM Benchmark](https://github.com/aidatatools/ollama-benchmark) - Based on Ollama, took a little bit of CLI setup, but downloa... | 2024-08-15T18:57:06 | https://www.reddit.com/r/LocalLLaMA/comments/1et3aqc/easy_to_deploy_llm_benchmark/ | desexmachina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et3aqc | false | null | t3_1et3aqc | /r/LocalLLaMA/comments/1et3aqc/easy_to_deploy_llm_benchmark/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'nbpda61kAgvW9FJ8JY5TCf6fwdJxH8G8wqYtR2OT4Ng', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fDMt4QmVvaOgVHEZkViY1uDs7fOjv6LMXo_lOJ_3CUI.jpg?width=108&crop=smart&auto=webp&s=f943e6b366747ee88502703ef5b39b6dd47cf964', 'width': 108}, {'height': 108, 'url': 'h... |
What's the best models right now to run on 3090? | 2 | About 2 months or so ago I tested some and since then I didn't had time to stay up to date, now coming back to local llms, what's the best options I have?
I need a general use case model
and a creative one.
I won't be doing any coding except maybe some python scripts for simple stuff.
Would like a model that is goo... | 2024-08-15T18:38:17 | https://www.reddit.com/r/LocalLLaMA/comments/1et2t5q/whats_the_best_models_right_now_to_run_on_3090/ | Suimeileo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1et2t5q | false | null | t3_1et2t5q | /r/LocalLLaMA/comments/1et2t5q/whats_the_best_models_right_now_to_run_on_3090/ | false | false | 2 | null |
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