9 --temp 0. txt","contentType":"file. The Starcoder models are a series of 15. Compatible models. cpp. This will be handled in KoboldCpp release 1. ; lib: The path to a shared library or. It is built on top of the excellent work of llama. We refer the reader to the SantaCoder model page for full documentation about this model. Scales are quantized with 6 bits. 0. Overview of Evol-Instruct. By adopting intuitive JSON for all I/O, and using reconstruction loss as the objective, it allows researchers from other. swap sudo swapon -v /. It's a 15. Apr 13, 2023 · 1 comments. ago. StarChat Alpha is the first of these models, and as an alpha release is only intended for educational or research purpopses. StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub. The go-llama. Repositories available 4-bit GPTQ models for GPU inferenceNew: Wizardcoder, Starcoder, Santacoder support - Turbopilot now supports state of the art local code completion models which provide more programming languages and "fill in the middle" support. BigCode + + Learn More Update Features. txt","path":"examples/prompts/dolly-v2. Hugging Face and ServiceNow jointly oversee BigCode, which has brought together over 600 members from a wide range of academic institutions and. Here is an incomplate list of clients and libraries that are known to support GGUF: llama. Self-hosted, community-driven and local-first. It assumes a typed Entity-relationship model specified in human-readable JSON conventions. Overview Version History Q & A Rating & Review. ago. Saved searches Use saved searches to filter your results more quicklyRuns ggml, gguf, GPTQ, onnx, TF compatible models: llama, llama2, rwkv, whisper, vicuna, koala, cerebras, falcon, dolly, starcoder, and many others api kubernetes bloom ai containers falcon tts api-rest llama alpaca vicuna guanaco gpt-neox llm stable-diffusion rwkv gpt4allCheck if the OpenAI API is properly configured to work with the localai project. LFS. 11. For example,. I think my Pythia Deduped conversions (70M, 160M, 410M, and 1B in particular) will be of interest to you: The smallest one I have is ggml-pythia-70m-deduped-q4_0. Model Summary. StarCoder-3B is a 3B parameter model trained on 80+ programming languages from The Stack (v1. In particular, the model has not been aligned to human preferences with techniques like RLHF, so may generate. Connect and share knowledge within a single location that is structured and easy to search. You signed in with another tab or window. 5625 bits per weight (bpw) GGML_TYPE_Q3_K - "type-0" 3-bit quantization in super-blocks containing 16 blocks, each block having 16 weights. StarCoder. It can be turned into an AI-powered technical assistant by prepending conversations to its 8192-tokens context window. bin. Furthermore, StarCoder outperforms every model that is fine-tuned on Python, can be prompted to achieve 40% pass@1 on HumanEval, and still retains its performance on other programming languages. q4_2. SQLCoder is fine-tuned on a base StarCoder. ggml-stable-vicuna-13B. Step 1: Clone and build llama. cpp bindings are high level, as such most of the work is kept into the C/C++ code to avoid any extra computational cost, be more performant and lastly ease out maintenance, while keeping the usage as simple as possible. #134 opened Aug 30, 2023 by code2graph. Requires the bigcode fork of transformers. I suggest you use the same library to convert and run the model you want. The go-llama. Paper: đź’«StarCoder: May the source be with you!{"payload":{"allShortcutsEnabled":false,"fileTree":{"examples/gpt-j":{"items":[{"name":"CMakeLists. The path is right and the model . go-skynet/go-ggml-transformers. cpp implementation already supports this so you just need the correct hardware. 8 points higher than the SOTA open-source LLM, and achieves 22. Please see below for a list of tools that work with this GGML model. Make a fork, make your changes and then open a PR. cpp project, ensuring reliability and performance. Text Generation • Updated Jun 9 • 8 • 20. Introduction to StarCoder: Revolutionizing Code Language Models. bigcode/the-stack-dedup. Running LLMs on CPU. Model Summary. limcheekin started on Jun 1 in Ideas. cpp (through llama-cpp-python), ExLlama, ExLlamaV2, AutoGPTQ, GPTQ-for-LLaMa, CTransformers, AutoAWQ ; Dropdown menu for quickly switching between different modelsStarChat is a series of language models that are trained to act as helpful coding assistants. Please note that these GGMLs are not compatible with llama. Loads the language model from a local file or remote repo. "The model was trained on GitHub code,". Hugging Face and ServiceNow released StarCoder, a free AI code-generating system alternative to GitHub’s Copilot (powered by OpenAI’s Codex), DeepMind’s AlphaCode, and Amazon’s CodeWhisperer. bin') It can be used with your own models uploaded on the Hub. GGML_TYPE_Q4_K - "type-1" 4-bit quantization in super-blocks containing 8 blocks, each block having 32 weights. 1 GB. The program can run on the CPU - no video card is required. cpp. Issue with running Starcoder Model on Mac M2 with Transformers library in CPU environment. It's a 15. Hugging Face and ServiceNow have partnered to develop StarCoder, a new open-source language model for code. Self-hosted, community-driven and local-first. Language models for code are typically benchmarked on datasets such as HumanEval. bluecoconut mentioned this issue on May 16. The example starcoder binary provided with ggml; As other options become available I will endeavour to update them here (do let me know in the Community tab if I've missed something!) Tutorial for using GPT4All-UI Text tutorial, written by Lucas3DCG; Video tutorial, by GPT4All-UI's author ParisNeo; Provided files{"payload":{"allShortcutsEnabled":false,"fileTree":{"examples/starcoder":{"items":[{"name":"CMakeLists. It uses the same architecture and is a drop-in replacement for the original LLaMA weights. This is my experience for using it as a Java assistant: Startcoder was able to produce Java but is not good at reviewing. We adhere to the approach outlined in previous studies by generating 20 samples for each problem to estimate the pass@1 score and evaluate with the same. The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. May 9, 2023: We've fine-tuned StarCoder to act as a helpful coding assistant đź’¬! Check out the chat/ directory for the training code and play with the model here. MPT-30B (Base) MPT-30B is a commercial Apache 2. MPT, starcoder, etc. GPTQ is SOTA one-shot weight quantization method. After some exploration, I have completed the following conversion script, and can directly convert the original codegen2 model to ggml, There is no need to convert to GPTJ first. Table of Contents Model Summary; Use;. Evaluation . TheBloke/falcon-40b-instruct-GGML. These files are GGML format model files for WizardLM's WizardCoder 15B 1. 2) (excluding opt-out requests). ; Create a dataset with "New dataset. Scales and mins are quantized with 6 bits. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. Text Generation • Updated Jun 9 • 13 • 21 TheBloke/WizardLM-Uncensored-Falcon-40B-GGML. This repo is the result of quantising to 4bit, 5bit and 8bit GGML for CPU inference using ggml. seems pretty likely you are running out of memory. The original ggml libraries and llama. Repository: bigcode/Megatron-LM. I believe Pythia Deduped was one of the best performing models before LLaMA came along. It is optimized to run 7-13B parameter LLMs on the CPU's of any computer running OSX/Windows/Linux. The go-llama. Include the params. But don't expect 70M to be usable lol. Note: The reproduced result of StarCoder on MBPP. . One key feature, StarCode supports 8000 tokens. txt","path":"examples/gpt-2/CMakeLists. This is the pattern that we should follow and try to apply to LLM inference. It also significantly outperforms text-davinci-003, a model that's more than 10 times its size. add ggml model v2 14 days ago. Args: ; model_path_or_repo_id: The path to a model file or directory or the name of a Hugging Face Hub model repo. cpp, or currently with text-generation-webui. JSONFormer is a library that wraps local Hugging Face pipeline models for structured decoding of a subset of the JSON Schema. The model has been trained on more than 80 programming languages, although it has a particular strength with the. bin from huggingface. Go-skynet is a community-driven organization created by mudler. Backend and Bindings. Text Generation • Updated Jun 30 • 5. {"payload":{"allShortcutsEnabled":false,"fileTree":{"models":{"items":[{"name":". Not all ggml models are compatible with llama. TinyStarCoderPy This is a 164M parameters model with the same architecture as StarCoder (8k context length, MQA & FIM). MPT, starcoder, etc. GPU-accelerated token generation Even though ggml prioritises CPU inference, partial CUDA support has been recently introduced. 72 MB) GGML_ASSERT: ggml. You signed out in another tab or window. I appear to be stuck. cpp, gptq, ggml, llama-cpp-python, bitsandbytes, qlora, gptq_for_llama, chatglm. bin files), specify a model file using: llm = AutoModelForCausalLM. go-ggml-transformers. github","path":". mpt - Fix mem_per_token not incrementing. I am wondering how I can run the bigcode/starcoder model on CPU with a similar approach. The example starcoder binary provided with ggml; As other options become available I will endeavour to update them here (do let me know in the Community tab if I've missed something!) Tutorial for using GPT4All-UI Text tutorial, written by Lucas3DCG; Video tutorial, by GPT4All-UI's author ParisNeo; Provided files starcoder_model_load: ggml ctx size = 28956. Hi! I saw the example for the bigcode/gpt_bigcode-santacoder model. In the prompt folder make the new file called alpacanativeenhanced. StarCoderBase Play with the model on the StarCoder Playground. 2. Please note that these GGMLs are not compatible with llama. marella/ctransformers: Python bindings for GGML models. License: bigcode-openrail-m. starcoderbase-GGML. Initial GGML model commit 3 months ago. on May 16. ; Click on your user in the top right corner of the Hub UI. Sample output:It is a replacement for GGML, which is no longer supported by llama. hash sum indicates the ggml version used to build your checkpoint. starcoder is good. Text Generation • Updated Jun 20 • 1 • 1 TheBloke/Falcon-7B-Instruct-GGML. {"payload":{"allShortcutsEnabled":false,"fileTree":{"examples/gpt-j":{"items":[{"name":"CMakeLists. Not all ggml models are compatible with llama. txt","path":"examples/starcoder/CMakeLists. No GPU required. Featuring robust infill sampling , that is, the model can “read” text of both the left and right hand size of the current position. This tech report describes the progress of the collaboration until December 2022, outlining the current state of the Personally Identifiable Information (PII) redaction pipeline, the experiments conducted to. bin. txt","path":"examples/gpt-j/CMakeLists. Args: model_path_or_repo_id: The path to a model file or directory or the name of a Hugging Face Hub model repo. JSONFormer. Our fine-tuned LLMs, called Llama 2-Chat, are optimized for dialogue use cases. Starcoderplus-Guanaco-GPT4-15B-V1. The short story is that I evaluated which K-Q vectors are multiplied together in the original ggml_repeat2 version and hammered on it long enough to obtain the same pairing up of the vectors for each attention head as in the original (and tested that the outputs match with two different falcon40b mini-model configs so far). LLaMA and Llama2 (Meta) Meta release Llama 2, a collection of pretrained and fine-tuned large language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. yolo-v3, yolo-v8. The base StarCoder models are 15. Note: The reproduced result of StarCoder on MBPP. This is what I used: python -m santacoder_inference bigcode/starcoderbase --wbits 4 --groupsize 128 --load starcoderbase-GPTQ-4bit-128g/model. " ; Choose the Owner (organization or individual), name, and license of the dataset. This book will introduce step by step how to use candle. Run in Google Colab. đź‘Ť 1 Green-Sky reacted with thumbs up emoji All reactionsThe landscape for generative AI for code generation got a bit more crowded today with the launch of the new StarCoder large language model (LLM). . Related Products Sourcegraph Cody. •. /bin/gpt-2 [options] options: -h, --help show this help message and exit -s SEED, --seed SEED RNG seed (default: -1) -t N, --threads N number of threads to use during computation (default: 8) -p PROMPT, --prompt PROMPT prompt to start generation with (default: random) -n N, --n_predict N number of tokens to predict. 2), with opt-out requests excluded. Download the 3B, 7B, or 13B model from Hugging Face. 60 MB starcoder_model_load: memory size = 768. 1. Bigcode's Starcoder GGML These files are GGML format model files for Bigcode's Starcoder. edited. You switched accounts on another tab or window. GGML_TYPE_Q3_K - "type-0" 3-bit quantization in super-blocks containing 16 blocks, each block having 16 weights. No matter what command I used, it still tried to download it. Scales and mins are quantized with 6 bits. You signed in with another tab or window. From this release the default behavior of images has changed. cpp <= 0. Overall. StarCoderEx. This repository is dedicated to prompts used to perform in-context learning with starcoder. cpp bindings are high level, as such most of the work is kept into the C/C++ code to avoid any extra computational cost, be more performant and lastly ease out maintenance, while keeping the usage as simple as possible. Much larger default context size (8k vs 2k), but also the ability to extend context size using ALiBi. HumanEval is a widely used benchmark for Python that checks. There is a new flag --model_type takes as input (llama, starcoder, falcon, baichuan, or gptneox). In the ever-evolving landscape of code language models, one groundbreaking development has captured the attention of developers and researchers alike—StarCoder. ialacol is inspired by other similar projects like LocalAI, privateGPT, local. llama-cpp (GGUF/GGML); LLaMa 2; Dolly v2; GPT2; GPT J; GPT NEO X; MPT; Replit; StarCoder. As for GGML compatibility, there are two major projects authored by ggerganov, who authored this format - llama. bin models. cpp/models folder. If running on Apple Silicon (ARM) it is not suggested to run on Docker due to emulation. cpp. b1554. Uh, so 1) SalesForce Codegen is also open source (BSD licensed, so more open than StarCoder's OpenRAIL ethical license). txt","path":"examples/gpt-j/CMakeLists. like 2. ) GUI "ValueError: Tokenizer class LLaMATokenizer does not exist or is not currently imported" You must edit tokenizer_config. init builds a context that's freed automatically when the pointer gets GC'd ; ggml. cpp, gptq, ggml, llama-cpp-python, bitsandbytes, qlora, gptq_for_llama, chatglm. Supported GGML models: LLAMA (All versions including ggml, ggmf, ggjt v1,v2,v3, openllama, gpt4all). The StarCoder models, which have a context length of over 8,000 tokens, can process more input than any other open LLM, opening the door to a wide variety of exciting new uses. The Hugging Face team also conducted an experiment to see if StarCoder could act as a tech assistant in addition to generating code. chk and params. txt","contentType":"file. . Python 3. The app leverages your GPU when. Block scales and mins are quantized with 4 bits. bin files like falcon though. StarCoder is essentially a generator that combines autoencoder and graph-convolutional mechanisms with the open set of neural architectures to build end-to-end models of entity-relationship schemas. . This repo is the result of quantising to 4bit, 5bit and 8bit GGML for CPU inference using ggml. We’re on a journey to advance and democratize artificial intelligence through open source and open science. You switched accounts on another tab or window. Typically, a file containing a set of DNA sequences is passed as input,. Mac M1 64GB vRAM. The program can run on the CPU - no video card is required. Thanks to our most esteemed model trainer, Mr TheBloke, we now have versions of Manticore, Nous Hermes (!!), WizardLM and so on, all with SuperHOT 8k context LoRA. starcoder-GGML This is GGML format quantised 4bit, 5bit and 8bit models of StarCoder. We found that removing the in-built alignment of the OpenAssistant dataset. StarCoderPlus is a fine-tuned version of StarCoderBase on 600B tokens from the English web dataset RedefinedWeb combined with StarCoderData from The. Repository: bigcode/Megatron-LM. Capability. Slightly adjusted preprocessing of C4 and PTB for more realistic evaluations (used in our updated results); can be activated via the flag -. StarCoder is part of the BigCode Project, a joint effort of ServiceNow and Hugging Face. go-skynet/go-ggml-transformers. Reload to refresh your session. txt","contentType":"file. The Refact-1. 10. The model has been trained on more than 80 programming languages, although it has a particular strength with the. Load other checkpoints We upload the checkpoint of each experiment to a separate branch as well as the intermediate checkpoints as commits on the branches. StarCoderBase is trained on 1. 2) (1x) A Wikipedia dataset that has been upsampled 5 times (5x) It's a 15. 0 GGML. Dubbed StarCoder, the open-access and royalty-free model can be deployed to bring pair‑programing and generative AI together with capabilities like text‑to‑code and text‑to‑workflow,. They built a Tech Assistant Prompt that enabled the model to act as a tech assistant and answer programming related requests, as shown in the graphic above. Python. cpp, or currently with text-generation-webui. Tutorials. 14. The base model of StarCoder has 15. I plan to make 13B and 30B, but I don't have plans to make quantized models and ggml, so I will rely on the community for that. cpp/ggml for inference. 13 MB starcoder_model_load: memory size = 768. 0 license, with OpenRAIL-M clauses for responsible use attached. You signed out in another tab or window. As a matter of fact, the model is an autoregressive language model that is trained on both code and natural language text. HF models can now be converted to ggml, making big code simpler. on May 17. Also hash sums are different between models quantized by ggml and by starcoder. Hey! Thanks for this library, I really appreciate the API and simplicity you are bringing to this, it's exactly what I was looking for in trying to integrate ggml models into python! (specifically into my library lambdaprompt. New comments cannot be posted. 0 GGML These files are StarCoder GGML format model files for LoupGarou's WizardCoder Guanaco 15B V1. The source project for GGUF. starcoder_model_load: ggml ctx size = 3475. This is a C++ example running đź’« StarCoder inference using the ggml library. . TheBloke/llama2_70b_chat_uncensored-GGML. I converted the whisper large v2 model to ggml đź‘ľ #753. It seems like the output of the model without mem64 is gibberish while mem64 version results in meaningful output. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. 61 MB. StarCoder; WizardCoder; replit-code; ggml-code (model trained by ggml. 98 MB q5_0First of all, thank you for your work! I used ggml to quantize the starcoder model to 8bit (4bit), but I encountered difficulties when using GPU for inference. StarCoder is part of a larger collaboration known as the BigCode project. Add To Compare. CodeGen2. Closed camenduru started this conversation in Show and tell. See the optimized performance of chatglm2-6b and llama-2-13b-chat models on 12th Gen Intel Core CPU and Intel Arc GPU below. BigCode's StarCoder Plus. The model uses Multi Query Attention, a context window of 8192 tokens, and was trained using the Fill-in-the-Middle objective on 1 trillion tokens. After you download it, you need to convert it to ggml format using the convert-h5-to-ggml. Drop-in replacement for OpenAI running on consumer-grade. starcoder -- not enough space in the context's memory pool ggerganov/ggml#158. txt","contentType":"file. The model created as a part of the BigCode initiative is an improved version of the StarCodeloubnabnl BigCode org May 24. If you mean running time - then that is still pending with int-3 quant and quant 4 with 128 bin size. py script on your downloaded StarChat Alpha model, this creates an unquantized ggml model (35 GB on my system), then quantize this model using the compiled. Any attempts to make my own quants have failed using the official quantization scripts. These files are GGML format model files for WizardLM's WizardCoder 15B 1. Please note that these GGMLs are not compatible with llama. Table of Contents Model Summary; Use; Limitations; Training; License; Citation; Model Summary StarCoder-3B is a 3B parameter model trained on 80+ programming languages from The Stack (v1. Pi3141/alpaca-7b-native-enhanced · Hugging Face. ; config: AutoConfig object. py <path to OpenLLaMA directory>. 5B parameter Language Model trained on English and 80+ programming languages. 8k • 32 IBM-DTT/starcoder-text2sql-v1. TheBloke/guanaco-65B-GPTQ. guanaco. with this simple command. In this way, these tensors would always be allocated and the calls to ggml_allocr_alloc and ggml_allocr_is_measure would not be necessary. llama : KV cache view API + better KV cache management (#4170) * llama : keep track of used KV cells + better KV cache management * llama : zero KV cache used upon clear ggml-ci * llama : allow exporting a view of the KV cache (#4180) * Allow exporting a view of the KV cache * Allow dumping the sequences per cell in common. Original model card Play with the model on the StarCoder Playground. swap. Based on this table, you need a device with a. main WizardCoder-15B-1. cpp, or currently with text-generation-webui. I was then able to run dalai, or run a CLI test like this one: ~/dalai/alpaca/main --seed -1 --threads 4 --n_predict 200 --model models/7B/ggml-model-q4_0. This is GGML format quantised 4bit, 5bit and 8bit models of StarCoderBase . 5B parameter models trained on permissively licensed data from The Stack. bin now you can add to :You signed in with another tab or window. edited May 24. /starcoder, so i think it's safe to say that it'd behave the same on the underlying ggml)bigcode/tiny_starcoder_py is a 159M parameter model that runs on 2GB GPU and can generate python code. It is optimized to run 7-13B parameter LLMs on the CPU's of any computer running OSX/Windows/Linux. edited May 24. bin, which is about 44. And if it’s Llama2 based, i think there’s soldering about the file path structure that needs to indicate the model is llama2. When I run the following command: python. For example currently I am using wizard-vicuña + Lora: evol-starcoder and I find it's very useful!StarCoder is fine-tuned version StarCoderBase model with 35B Python tokens. Text Generation •. Dolly, GPT2 and Starcoder based models. Minotaur 15B is an instruct fine-tuned model on top of Starcoder Plus. Transformers starcoder. Please see below for a list of tools that work with. /bin/starcoder -h usage: . But for the GGML / GGUF format, it's more about having enough RAM. It is an OpenAI API-compatible wrapper ctransformers supporting GGML / GPTQ with optional CUDA/Metal acceleration. cpp: Golang bindings for GGML models ; smspillaz/ggml. Options. Tensor library for machine. vmajor commented Jun 10, 2023. StarCoderPlus is a fine-tuned version of StarCoderBase on 600B tokens from the English web dataset RedefinedWeb combined with StarCoderData from The Stack (v1. These "draft" models can be in the order of a few tens of million of parameters and their main purpose will be to just improve the. 0 released. cpp. llm = AutoModelForCausalLM. This repo is the result of quantising to 4bit, 5bit and 8bit GGML for CPU inference using ggml. 28. •. The StarCoder LLM is a 15 billion parameter model that has been trained on source. 20. StarCoder presents a quantized version as well as a quantized 1B version. bluecoconut mentioned this issue May 16, 2023. Upload images, audio, and videos by dragging in the text input, pasting, or clicking here. 5B parameter models trained on 80+ programming languages from The Stack (v1. This change now also allows to keep the model data in VRAM to speed-up the inference. StarCoder models can be used for supervised and unsupervised tasks, such as classification, augmentation, cleaning, clustering, anomaly detection, and so forth. org. I believe Pythia Deduped was one of the best performing models before LLaMA came along. pygpt4all 1. Anybody know? starcoder-GGML This is GGML format quantised 4bit, 5bit and 8bit models of StarCoder. More Info. MNIST prototype of the idea above: ggml : cgraph export/import/eval example + GPU support ggml#108. The model uses Multi Query Attention, a context window of 8192 tokens, and was trained using the Fill-in-the-Middle objective on 1 trillion tokens. FauxPilot is also a nice application that might work but, for now, I found. StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub, including from 80+ programming languages, Git commits, GitHub issues, and Jupyter notebooks. To set up this plugin locally, first checkout the code. 0-GGML / README. To associate your repository with the starcoder topic, visit your repo's landing page and select "manage topics. StarCoder is a high-performance LLM for code with over 80 programming languages, trained on permissively licensed code from GitHub. This end up using 3. init commit 3 months ago; ggml. Share Sort by: Best. I have tried with raw string, double , and the linux path format /path/to/model - none of them worked. Saved searches Use saved searches to filter your results more quicklyedited. 1 to use the GPTBigCode architecture. txt","contentType. cpp, gpt4all, rwkv. {"payload":{"allShortcutsEnabled":false,"fileTree":{"examples/whisper":{"items":[{"name":"CMakeLists. /bin/starcoder [options] options: -h, --help show this help message and exit -s SEED, --seed SEED RNG seed (default: -1) -t N, --threads N number of threads to use during computation (default: 8) -p PROMPT, --prompt PROMPT prompt to start generation with (default: random) -n N, --n_predict N. cpp, and adds a versatile Kobold API endpoint, additional format support, backward compatibility, as well as a fancy UI with persistent stories, editing tools, save formats, memory, world info, author's note, characters. devops","contentType":"directory"},{"name":". main: Uses the gpt_bigcode model. py. StarChat-β is the second model in the series, and is a fine-tuned version of StarCoderPlus that was trained on an "uncensored" variant of the openassistant-guanaco dataset. cpp / ggml-cuda. LM Studio supports any ggml Llama, MPT, and StarCoder model on Hugging Face (Llama 2, Orca, Vicuna, Nous Hermes, WizardCoder, MPT, etc. StarCoder. starcoder-ggml-q8_0. This is what I used: python -m santacoder_inference bigcode/starcoderbase --wbits 4 --groupsize 128 --load starcoderbase-GPTQ-4bit-128g/model. You switched accounts on another tab or window. from_pretrained ('marella/gpt-2-ggml') If a model repo has multiple model files (. I think my Pythia Deduped conversions (70M, 160M, 410M, and 1B in particular) will be of interest to you: The smallest one I have is ggml-pythia-70m-deduped-q4_0.