Oobabooga lora. py", line 260, in links, sha256, is_lora = get_download_links_from_huggingface (model, branch, text_only=args. c The start scripts download miniconda, create a conda environment inside the current folder, and then install the webui using that environment. After its done, you have your files in the Lora folder. 435. I have to admit I'm still trying to understand when to use Lora training and what are all the After starting a LoRA training session, you can open a file called 'logs/train_dataset_sample. LoRA通过向大型语言模型添加一层额外的、低秩的可训练权重，来增强或调整模型的功能，而不需要改变原有模型的结构或重新训练整个模型。. Jan 8, 2024 · If you can load your model with ExLlamav2 instead, you can apply the LoRA there. Place your . I tried it, but I can't find the right model for llama+lora 30B . Subscribed. cpp or oobabooga text-generation-webui (without the GUI part). Jan 15, 2024 · The OobaBooga WebUI supports lots of different model loaders. The main things to consider afterwards are chunk size and rank, I've had pretty good results on 16gb at 768 chunk and 96 rank (and 48 alpha) Edit: i meant 192 alpha. I was wondering why when one creates a LoRA with oobabooga only these two target_modules are listed in the adapter_config. 插件使用教程. The default params are pretty good, I would recommend doing a run with defaults to get an idea of how it works. It's just the quickest way I could see to make it work. 5MB of Download oobabooga/llama-tokenizer under "Download model or LoRA". safetensors Its been updated yesterday so I removed the old . https://ai. Login to GH. Jan 20, 2024 · Trouble training LoRA in Oobabooga. go to train tab - enter a clever name. 3. 03 scheduler constant batch size 16 (gradient accumulation = 16 = batch/microbatch) Per-device batch size 1 (micro batch size in ooba) learning_rate 0. Text gen loaded. Unfortunately, no. ago • Edited 4 mo. Additional Context. Feb 19, 2024 · Method #2 – Using The OobaBooga JSON Character Creator The OobaBooga JSON character creator tool main page. py", line 201, in do_train from monkeypatch. Checkout the PR that's got the changes we want. Aug 26, 2023 · You signed in with another tab or window. To begin using oobabooga's text generation web UI for LoRA training, the first step is to provide a name for the training session. You can either load in the Lora in the server. The batch size parameter determines how much of the training set the network sees at once. peft_tuners_lora_monkey_patch import \ ModuleNotFoundError: No module named 'monkeypatch' Llama-2 has 4096 context length. So overall we need to dequantize and recast to whatever the model is loaded as and that's a huge cost only to keep RAM/VRAM low. - Home · oobabooga/text-generation-webui Wiki. I think the biggest issue is just formatting data sets. 5. Download oobabooga/llama-tokenizer under "Download model or LoRA". Or you can try the code change I discovered to make applying LoRAs to Transformers work: #5182 (comment) In summary: For 4-bit GPTQ, train with the model loaded with Transformers, apply the resulting LoRA to the model loaded with ExLlamav2. For instance, I can't use wizard with monkey-patch, but I successfully used and tuned wizard-vicuna. cpp - convert-lora-to-ggml. We have released 7B, 13B and 30B models. Achieving the first goal seems fairly simple. 11 ‐ AMD Setup. Please refer to the paper for more details. ago. 10 epochs, 20 epochs. (1) 前々回と同じ手順で、Rinnaと会話できるように設定。. text gen's UI reported "Done! LoRA saved to loras/tiny_llama_skyrim_lora_2. On llama. While they are not great tools for teaching a LLM new information, they can be For some more context, in stable diffusion there are 2 major types of training: subject or style. true. juanps90 added the enhancement label on Nov Though I'm fairly sure I'm probably doing a lot wrong. 15K subscribers. github. 60B model coming soon. I am trying to learn more about LLMs and LoRAs however only have access to a compute without a local GUI available. lora_names = [] Is there a possibility to generate/load embeddings in "oobabooga/text-generation-webui"? If no, why not? If yes, how? I have tried to train LoRA's with the default configuration and no errors, but I have not seen big changes in the responses nor in the "way of acting":/ Extensions: Mar 17, 2023 · A Gradio web UI for Large Language Models. When trying to run the new alpaca-30b-4bit-128g. Nov 5, 2023 · Using oobabooga's Text Generation Web UI. May 16, 2023 · LoRA is a very valuable technique because it allows one to create a relatively lightweight file to apply on top of existing models that augment the output. 25 - while for normal Lora we use scaling 2. I think it would work also on 2 gpus. cpp with transformers samplers ( llamacpp_HF loader), CPU inference in 32-bit precision using PyTorch. Apr 29, 2023 · If it's still the issue, create a fresh installation of the whole setup (text-generation-webui, gptq, alpaca lora 4b). Official subreddit for oobabooga/text-generation-webui, a Gradio web UI for Large Language Models. py --model lama_7b --lora rv2 --cpu. It was trained on more tokens than previous models. Use the safetensors version of the model, the pt version is an old quantization that is no longer supported and will be removed in the future. (Generalizing = not know everything exactly, but good enough to know the relevant things The model is located at bsmit1659/vicuna_rlhf The base Vicuna model is eachadea/vicuna-13b . Beginners. The Unhinged Dolphin is a unique AI character for the Oobabooga platform. Even with the latest version (0. Apr 6, 2023 · A chatbot that can send and receive images? All for free? Whatever next! Works with open source models such as GPT Neo, RWKV, Pythia, etc or even with closed May 29, 2023 · 第二部分oobabooga-testbot插件使用以及人设文档创建. I am using Alpaca training data format (instruction, input, output) with 3 epochs and I get satisfactory results (I am aiming at 0. lora_names = [] in the models. 0002 (2e-04) lora_dropout 0. It does appear to train slower though. 建立自己的人设文档. Before you ask, this tool, or more specifically the script hosted on Jun 19, 2023 · (1) サイトから「oobabooga-windows. No response. 人设创建页面： 人设创建页面 I’m trying to find a way to translate large documents. You'll likely have to use gradient checkpointing if you want to train anything larger than the 7B model. After the initial installation, the update scripts are then used to automatically pull the latest text-generation-webui code and upgrade its requirements. gh auth login. It has an additional parameter: Mar 30, 2023 · LLaMA model. You signed out in another tab or window. To celebrate this sub's rapid growth from 1 member yesterday (me) to 256 members today, I will write a detailed tutorial on how to use the SuperHOT LoRA. The fix is to add shared. Nonetheless, it does run. If it is not then the lora isn't working. By default, the OobaBooga Text Gen WebUI comes without any LLM models. Subject trains the model on a subject. Reload to refresh your session. If this is the same model that I'm seeing in your model tab screenshot, it is a 4 bit quant model. tokenizer = None shared. See the repo below for more info. Google, nor Bing ;) is not helpful. Style trains the model on an art style or aspect of an art style. I’m sorry if I’m being totally stupid for not figuring this out, but I’m at a loss. A 7B 8 bit model is around 7-8 gigs. A full 7b model is around 14 gigs. 4: Select other parameters to your preference. . Apr 1, 2023 · These steps worked for me, but instead of using that combined gpt4all-lora-quantized. Jun 16, 2023 · Textgen webui would then not load: ImportError: accelerate>=0. Jun 18, 2023 · on Jun 18, 2023. It will probably be a while before this support is added to the main branches. Person, place, thing, etc. LoRAファインチューニングの手順は、次のとおりです。. Certainly I can't. SentencePieceProcessor_LoadFromFile(self, arg) TypeError: not a string May 23, 2023 · File "C:\AI\oobabooga_windows\text-generation-webui\modules\training. Each example is an example of running a command on behalf of the user. I think you should name the folder as alpaca-lora-65B-GPTQ-4bit instead of with prefix TheBloke_ Target_Modules Oobabooga training vs qlora. - Using LoRAs · oobabooga/text-generation-webui Wiki Apr 21, 2023 · Write a name for your lora, and find and select the text file from the gui, to use for your training data. MoxieG. 3: Fill in the name of the LoRA, select your dataset in the dataset options. 150 epochs with 10 data points took around 30 minutes. Click the train button. Hey. 今回は、Rinnaのベースモデル ( rinna/japanese-gpt-neox-3. If you want to train longer to see the train loss going even lower, you can increase the epochs. llama-30b-int4. lora rank 64 lora alpha 16 (that makes it scaling 0. No branches or pull requests. • 4 mo. Alpacas are herbivores and graze on grasses and other plants. Oct 18, 2023 · The extension was updated here, so with a fresh textgen install it should just work. Contributing guidelines. You can go activate/use your lora from the settings. • 5 days ago. Oct 21, 2023 · Training Your Own LoRAs. . cpp/llamacpp_HF, set n_ctx to 4096. However, you have to use an unquantized model for the training and load it with load_in_4bit and double_quant. With the "basic" training tab it doesn't. 1. robo_cap. What base model do you want to use? May 22, 2023 · PEFT LoRA Finetuning With Oobabooga! How To Configure Other Models Than Alpaca/LLaMA Step-By-Step. By all means train with it. and exv2 has no loras from what I see codes latest oobabooga commit, realized that later. Why use SuperHOT? This is the first LoRA to explore kaiokendev's positional embedding scaling technique described here: https://kaiokendev. Please use --load-in-8bit for now. Feb 27, 2024 · Unhinged Dolphin. Describe the bug Traceback (most recent call last): File "C:\oobabooga-windows\text-generation-webui\download-model. bin model, I used the seperated lora and llama7b like this: python download-model. reshape tensor to target shape. Next, play with the training pro settings. westonbaby January 20, 2024, 2:18pm 1. Jun 21, 2023 · LoRAファインチューニングを試す. GaramLLama - grammar "editor" LORA. I am creating different LoRAs for Vicuna 13b model (8bit) using Oobabooga on 4x24gb vram gpus. I'm still able to train mistral with the transformers loader. Formatting and cleaning the dataset is the hardest part. 17. Before doing that, try using no-act-order model. )" or "LoRA training does not yet support 4bit. 这就像是用装饰器包装了一个对象，增强了其功能，但 Jun 30, 2023 · This is because when you reload model, the lora list is not deleted (but reloading models effectively clears lora) and when you go load lora in qptq_for_llama way it thinks the lora is loaded and does nothing. Jun 10, 2023 · I tried training a lora for Wizard-Vicuna-13B-16F. py", line 310, in LoadFromFile return _sentencepiece. Supports transformers, GPTQ, AWQ, EXL2, llama. Click load and the model should load up for you to use. Transformers library integration: load models in 4-bit or 8-bit precision through bitsandbytes, use llama. text_only) F Instruction: Tell me about alpacas. A Gradio web UI for Large Language Models. See parameters below. py --model lama_7b --lora rv2 --cpu and got the following error: AttributeError: 'LlamaCppModel' object has no attribute 'config' Is there an existing issue for this? I have searched the existing issues; Reproduction. *** Multi-LoRA in PEFT is tricky and the current implementation does not work reliably in all cases. Development. I hope there is a repository for loras one day though, maybe we'll get such an amazing model with a variety or parameter sizes that everyone will flock to. Hi guys, I am trying to create a nsfw character for fun and for testing the model boundaries, and I need help in making it work. Maybe 20-40 epochs should be sufficient taking 3-6 minutes on a GTX 1080 (8GB) for generalizing facts from a chat. py prompt or in the Parameters window. You can also add on the --load-in-8bit flag to require model = PeftModel. This is similar to the concept of textual inversion, but can achieve some very impressive results without having to resort to generating an entirely new model. 12 ‐ OpenAI API. TheBloke_Wizard-Vicuna-7B-Uncensored-GPTQ. As I understand it, we can't currently do this using Oobabooga. 插件安装. You data is very short and you train 3 epochs, so 2 minutes sound reasonable. You switched accounts on another tab or window. This persona is known for its uncensored nature, meaning it will answer any question, regardless of the topic. Yes, with the training PRO extension it works indeed, thanks. cpp (GGUF), Llama models. Mar 17, 2023 · A Gradio web UI for Large Language Models. Screenshot. 0) warmup_ratio 0. " And I'm unable to test it. I can run them fine (inference), but training them not so much. where --model in your case should be TheBloke_alpaca-lora-65B-GPTQ-4bit which is the folder name under model. 1 loss ratio depending on the purpose of the LoRA) 3. Sort by: Add a Comment. 10K views 6 months ago #OogaBooga #AI Dec 31, 2023 · 10 ‐ WSL. I tried a bunch of times with varying settings. Check out the PEFT library on GitHub. Enter your cmd shell (I use cmd_windows. I'm used to rebuilding frequently at this point. " However, this was done in only a few seconds which seemed extremely odd. Make sure you only have ONE checkpoint from the two in your model directory! Mar 28, 2023 · Describe the bug I am running the new llama-30b-4bit-128g just fine using the latest GPTQ and Webui commits. Logs Apr 24, 2023 · Milestone. Therefore, I am trying to load a GPTQ model using the "Transformers" model loader, since "GPTQ for Llama" is deprecated apparently. Mar 21, 2023 · See here, it's super easy to create a LoRA: https://github. conda install gh --channel conda-forge. Both of which are available in LoRA training methods. (I mean to type GramaLLama in the tile, oh well) This 4-bit GPTQ LORA is my entry on a journey into creating a grammar "editor" aka a model specifically to edit a text for grammar and English fluency. Generated the Lora file. Apr 13, 2023 · python server. At my current understanding, only GPTQ models can use fine-tuning like LoRa. Using Llama. cast to proper data type. Is there an existing issue for this? I have searched the existing issues Reproduction My llama file is this: llama-2-7b-chat. There are most likely two reasons for that, first one being that the model choice is largely dependent on the user’s hardware capabilities and preferences, the second – to minimize the overall WebUI download size. Has anyone had any success training a Local LLM using Oobabooga with a paltry 8gb of VRAM. It solved my problem. json. I had to often restart the oobabooga UI, load model and then apply Lora. I think more testing is needed and maybe fixes from the author before any final judgement is passed. It's possible to run the full 16-bit Vicuna 13b model as well, although the token generation rate drops to around 2 tokens/s and consumes about 22GB out of the 24GB of available VRAM. Baize is an open-source chat model fine-tuned with LoRA. py nomic-ai/gpt4all-lora python download-model. Jun 9, 2023 · Loading the QLORA works, but the speed is pretty lousy so I wanted to either use it with GPTQ or GGML. Jul 29, 2023 · When it's done downloading, Go to the model select drop-down, click the blue refresh button, then select the model you want from the drop-down. 2: Open the Training tab at the top, Train LoRA sub-tab. This would allow a single model to serve different requests with different LoRAs in a sequential manner. zip」をダウンロードして解凍し、C:¥直下に配置。 「ファイル名が長すぎます。」のエラーに遭遇したため、解凍後の「oobabooga-windowsフォルダ」をC:¥直下に置いてます。 (2) oobabooga-windowsフォルダ内の「start_windows. May 19, 2023 · 中文LLaMA&Alpaca大语言模型+本地CPU/GPU训练部署 (Chinese LLaMA & Alpaca LLMs) - 使用text generation webui搭建界面 · ymcui/Chinese-LLaMA-Alpaca Wiki Apr 21, 2023 · File "F:\AI2\oobabooga-windowsBest\installer_files\env\lib\site-packages\sentencepiece_init. Lower the context length to 256. 4. io/til . Make sure to also set Truncate the prompt up to this length to 4096 under Parameters. To load, just drop the model files into the oobabooga Loras folder. How much time should it takes to train 47mb data over Mistral 7B 8 bits? Character creation, NSFW, against everything humanity stands for. That's a default Llama tokenizer. Change "Adam-Torch" to "Adam-8bit" and lower the rank to 8 and alpha to 16. Can we run GPT4ALL LoRa on Oobabooga? 12K subscribers in the Oobabooga community. Does anybody knows about a "reasonable" guide to train Lora in oobabooga? The interface is there, perplexing AF. so i updated acceletate to 0. 第一部分oobabooga-text-generation-webui. As it currently stands, I see three primary routes to achieve 4-bit (or 3-bit) LoRA support (inference & training): Load a huggingface model (I test mistral 7B), ticking the 4bit and flash attention 2 box. bin Text generation works. It's integrated into the Lora training tab on Oobabooga, but the library has far more features if you want to write your own training loop. The same thing happened when I tried to update the peft version in my own fork a few days ago (for an unrelated feature I wanted to implement). No milestone. LoRA. python server. Now that I know what to do, to apply the fine tuned lora model, I will use less epochs. Migrating an old one‐click install. Make sure you don’t have any LoRAs already loaded (unless you want to train for multi-LoRA usage). Alpaca-LoRA: Alpacas are members of the camelid family and are native to the Andes Mountains of South America. model, tokenizer_config. It does allow training GPTQ LoRa's. when i go back to the model tab and select the lora file and press apply lora, i get Apr 12, 2023 · This is pretty much a direct request for comment from @oobabooga, just, uh, public discussion post format. Then gracefully ignore all the data, except Epochs which I would increase from 3 to 10 (depends on how much text you have - I have around 1. It should work with others. Unexpected errors may follow. The script runs locally on your PC, so it’s fully private! Another way to make your custom character, is to use the official OobaBooga JSON character creator tool. I am using Oobabooga with gpt-4-alpaca-13b, a supposedly uncensored model, but no matter what I put in the character yaml file, the character will Edit model card. I’ve recently downloaded Oogabooga and The Llama 2 13B chat GPTQ model from TheBloke. Lora rank 128 or 256 and the alpha double of that. I made a text file like with a bunch of examples, separated by . Hi, i have created a lora using oobaboga, but i can not apply it to the model at all, i am not sure if i am doing something wrong, here are the steps i have followed: Loading 7B model in 8Bit and start the training. The way that LLM's work, each one has a different internal network of representations. bat) Install GH. The perplexity scores are supposedly better, which is the main claim to fame. Regardless of whether you have Lora or not, you can always modify the reproducibility of your outcomes by adjusting the seed or enabling/disabling the "do_sample" feature. 20. The result is that the smallest version with 7 billion parameters has similar performance to GPT-3 with 175 billion parameters. 5: click Start LoRA Training, and Apr 18, 2024 · LoRA，全称为Low-Rank Adaptation，是一种微调大型语言模型的技术。. bat」の実行。 Yeah that's what it is good for - in oobabooga wiki there is section for lora training but the skinny (what I do) Load LLAMA 7b_HF model using load in 8-bit. from_pretrained (model, "tloen/alpaca-lora-7b") (this effectively means you'll have if, model, model, else, model, model) I don't think this will work with 8bit or 4bit (?), and it will break your ability to run any other model coherently. I'm afraid I got the setup wrong. Feb 22, 2024 · Description There is a new model by google for text generation LLM called Gemma which is based on Gemini AI. Having a massive context window isn’t needed or practical for a linear process. pt files and grabbe Sep 13, 2023 · Saved searches Use saved searches to filter your results more quickly About Loras. So I’m looking for an extension that will break up large documents and feed them to the LLM a few sentences at a time following a main prompt (translate the following into Japanese:). Beta. json file: but when one uses the qlora repo (which oobabooga has integrated into the training) all the layer modules are targeted: Aug 23, 2023 · Describe the bug Whenever I try to train a LoRA model, I get following error: Traceback (most recent call last): File “C:\Users\vstil\Downloads\oobabooga_windows\oobabooga_windows\text-generation-w I never observed a difference in lora trained at 16, 8 and 4 bits. (Will continue anyway in 5 seconds, press Interrupt to stop. We also use Alpaca's data to improve its performance. The reality is always going to fall down a bit due to time constraints. Before testing your new LoRA, make sure to first reload the model, as it is currently dirty from training. compress_pos_emb is for models/loras trained with RoPE scaling. This can be based on previous LoRA settings or copied from existing LoRA matrices. This LoRA trained for 3 epochs and has been converted to int4 (4bit) via GPTQ method. I hope this is the correct place to post this. gptq_for_llala_lora_monkey_patch import inject_lora_layers inject_lora_layers (model, lora_path, device, dtype) Model Server Better inference performance with text_generation_webui, about 40% faster Nov 12, 2023 · Chose raw text file. py zpn/llama-7b python server. It would be like overlaying a road map of Tokyo onto NYC and expecting to find all from monkeypatch. I just tested gpt4forall on Alpaca and it works great, really improving how the model understands me, but I have a question. First time poster. 3 is required for a normal functioning of this module, but found accelerate==0. bin files created are basically empty (always 443 Bytes in size). Installation instructions updated on March 30th, 2023. Add a text file to train on, which is in training/datasets. json' inside the text-generation-webui directory, and that will show you examples from your data of what's actually being given to the model to train with. In the general sense, a LoRA applied to an LLM (transformer model) would serve much the same purpose of a LoRA applied to a diffuser model (text-to-image), namely they can help change the style or output from an LLM. It has an additional parameter: Disclaimer: Assume this will break your Oobabooga install or break it at some point. dev/gemma The models are present on huggingface: https://huggingface. This makes it a versatile and flexible character that can adapt to a wide range of conversations and scenarios. YT for example or something idiot proof. q4_1. It comes down to just a few simple steps: Step 1: Make a plan. ggmlv3. LLaMA is a Large Language Model developed by Meta AI. When you run the LoRA training, the loss begins to Apr 15, 2023 · However it seems like Lora saving is borked in that version, at least on my machine. The presence of Lora does not alter the deterministic aspect of your model. Both training methods are based on input, which includes the 11K subscribers in the Oobabooga community. The WebUI seeks to make training your own LoRAs as easy as possible. py --chat --model llama-7b --lora gpt4all-lora. Nov 1, 2023 · Adding a LoRA field to the payload so it can be applied if it hasn't already been loaded, so the model response is affected with whatever adapter is defined in the POST request. py: def unload_model(): shared. Looking for guides, feedback, direction on how to create LoRAs based on an existing model using either llama. gguf in a subfolder of models/ along with these 3 files: tokenizer. 2) AutoGPTQ claims it doesn't support LORAs. py does work on the QLORA, but when trying to apply it to a GGML model it refuses and claims it's lacking a dtype. Now, 24 GB of VRAM and 32 GB of RAM will be a little challenging. Reply. On ExLlama/ExLlama_HF, set max_seq_len to 4096 (or the highest value before you run out of memory). (2) 「Modelタブ」で「 load-in-8bit 」を Apr 5, 2024 · LoRA: train new LoRAs with your own data, load/unload LoRAs on the fly for generation. The main requirements: 4bit Lora training currently requires forked branches of both GPTQ and PEFT, which is not really something you'd want to merge into the main Oobabooga repo. Recent GPTQ commits have introduced breaking changes to model Apr 14, 2023 · Trying to train a LoRA, I'm seeing this message: "LoRA training has only currently been validated for LLaMA models. oobabooga. oobabooga-text-generation-webui交互页面展示。 文本交流页面： 文本交流页面. 05 Dec 31, 2023 · The instructions can be found here. Oct 12, 2023 · I'm not sure the lora is problem here which is work on training generate and transformers. The idea is tons of data, all perfectly formatted to your need. 6b) を使いました。. 2 comments. - Using LoRAs · oobabooga/text-generation-webui Wiki Jul 20, 2023 · Describe the bug I am trying to finetune Llama-2 with raw textfile data. Clicked started lora training. 2. I'll test a few options. 6 - 1. All adapter_model. More like exllama needs some adjustments for make mistral work with loras? didnt dig in exllama so no idea honestly. I have not tried it. 3. However trying to train a lora on TheBloke_chronos-wizardlm-uc-scot-st-13B-GPTQ resulted in this error: Apr 20, 2023 · When running smaller models or utilizing 8-bit or 4-bit versions, I achieve between 10-15 tokens/s. com/oobabooga/text-generation-webui/wiki/Using-LoRAs#training-a-lora. AemonAlgiz. The Oobabooga TextGen WebUI has been updated, making it even easier to run your favorite open-source AI LLM models on your local computer for absolutely free Apr 5, 2023 · alpaca-13b-lora-int4. They are known for their soft, luxurious fleece, which is used to make clothing, blankets, and other items. Here is my observation: When switching models and applying Lora - sometimes the LORA is not applied - it would often tell mi "successfully applied LORA" immediately after I press Apply Lora, but that would not be true. 2. json, and special_tokens_map. I've tried training the following models: Neko-Institute-of-Science_LLaMA-7B-4bit-128g. 6 participants. Mar 15, 2023 · Lora 100% is supposed to make it deterministic: #419. Use the one of the two safetensors versions, the pt version is an old quantization that is no longer supported and will be removed in the future. This takes precedence over Option 1. google. model = shared. Then it would work. tgredditfc. To use Loras, do they always have to match what model I'm using (for example, since I'm running 7b 4bit models, I can only use 7b 4bit Loras)? If you use a Lora on any model it wasn't originally built on, you May 9, 2023 · Saved searches Use saved searches to filter your results more quickly Jun 13, 2023 · Each merge operation requires a few steps so far: bnb dequantize_4bit. 启用oobabooga的api调用. It uses 100k dialogs generated by letting ChatGPT chat with itself. 1. Wait for the model to load and that's it, it's downloaded, loaded into memory and ready to go. yo hi fq cr oo tn to to jk uq