commit b3a15cec1187d0dd1c85a0857f12c36cc10013c2 Author: ModelHub XC Date: Mon Oct 12 05:17:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: maddes8cht/mosaicml-mpt-7b-instruct-gguf Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..b571c72 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q5_1.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +mosaicml-mpt-7b-instruct-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..8c27d8d --- /dev/null +++ b/README.md @@ -0,0 +1,279 @@ +--- +license: cc-by-sa-3.0 +datasets: +- mosaicml/dolly_hhrlhf +tags: +- Composer +- MosaicML +- llm-foundry +inference: false +--- + +> ⚠️ **ARCHIVED / LEGACY MODEL NOTICE** +> This repository is part of a legacy collection quantized around 2023. To manage storage quotas and maintain active community projects, some rarely used quantization formats (e.g., Q2_K, Q3_K, Q4_1, Q5_1) have been permanently removed. +> +> Only the most popular and stable formats (**Q4_0, Q4_K_M, Q5_K_M, Q6_K, and Q8_0**) remain available. +> +> 💡 **Looking for something modern?** +> If you are starting a new project, we highly recommend using newer architectures (like Llama 3, Mistral, or Qwen) provided by official maintainers or active community members (e.g., `Bartowski`, `TheBloke` legacy files, or official organization handles). +> +> ⚠️ *This repository is no longer actively maintained. Existing files are provided "as is" for archival and legacy hardware purposes.* + +[![banner](https://maddes8cht.github.io/assets/buttons/Huggingface-banner.jpg)]() + +I'm constantly enhancing these model descriptions to provide you with the most relevant and comprehensive information + +# mpt-7b-instruct - GGUF +- Model creator: [mosaicml](https://huggingface.co/mosaicml) +- Original model: [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) + +MPT-7b and MPT-30B are part of the family of Mosaic Pretrained Transformer (MPT) models, which use a modified transformer architecture optimized for efficient training and inference. + + + +# About GGUF format + +`gguf` is the current file format used by the [`ggml`](https://github.com/ggerganov/ggml) library. +A growing list of Software is using it and can therefore use this model. +The core project making use of the ggml library is the [llama.cpp](https://github.com/ggerganov/llama.cpp) project by Georgi Gerganov + +# Quantization variants + +There is a bunch of quantized files available to cater to your specific needs. Here's how to choose the best option for you: + +# Legacy quants + +Q4_0, Q4_1, Q5_0, Q5_1 and Q8 are `legacy` quantization types. +Nevertheless, they are fully supported, as there are several circumstances that cause certain model not to be compatible with the modern K-quants. +## Note: +Now there's a new option to use K-quants even for previously 'incompatible' models, although this involves some fallback solution that makes them not *real* K-quants. More details can be found in affected model descriptions. +(This mainly refers to Falcon 7b and Starcoder models) + +# K-quants + +K-quants are designed with the idea that different levels of quantization in specific parts of the model can optimize performance, file size, and memory load. +So, if possible, use K-quants. +With a Q6_K, you'll likely find it challenging to discern a quality difference from the original model - ask your model two times the same question and you may encounter bigger quality differences. + + + + +--- + +# Original Model Card: +# MPT-7B-Instruct + +MPT-7B-Instruct is a model for short-form instruction following. +It is built by finetuning [MPT-7B](https://huggingface.co/mosaicml/mpt-7b) on a [dataset](https://huggingface.co/datasets/sam-mosaic/dolly_hhrlhf) derived from the [Databricks Dolly-15k](https://huggingface.co/datasets/databricks/databricks-dolly-15k) and the [Anthropic Helpful and Harmless (HH-RLHF)](https://huggingface.co/datasets/Anthropic/hh-rlhf) datasets. + * License: _CC-By-SA-3.0_ + * [Demo on Hugging Face Spaces](https://huggingface.co/spaces/mosaicml/mpt-7b-instruct) + + +This model was trained by [MosaicML](https://www.mosaicml.com) and follows a modified decoder-only transformer architecture. + +## Model Date + +May 5, 2023 + +## Model License + +CC-By-SA-3.0 + +## Documentation + +* [Blog post: Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs](https://www.mosaicml.com/blog/mpt-7b) +* [Codebase (mosaicml/llm-foundry repo)](https://github.com/mosaicml/llm-foundry/) +* Questions: Feel free to contact us via the [MosaicML Community Slack](https://mosaicml.me/slack)! + +### Example Question/Instruction + +**Longboi24**: +> What is a quoll? + +**MPT-7B-Instruct**: + +>A Quoll (pronounced “cool”) is one of Australia’s native carnivorous marsupial mammals, which are also known as macropods or wallabies in other parts around Asia and South America + +## How to Use + +Note: This model requires that `trust_remote_code=True` be passed to the `from_pretrained` method. This is because we use a custom model architecture that is not yet part of the `transformers` package. + +It includes options for many training efficiency features such as [FlashAttention (Dao et al. 2022)](https://arxiv.org/pdf/2205.14135.pdf), [ALiBi](https://arxiv.org/abs/2108.12409), QK LayerNorm, and more. + +```python +import transformers +model = transformers.AutoModelForCausalLM.from_pretrained( + 'mosaicml/mpt-7b-instruct', + trust_remote_code=True +) +``` +Note: This model requires that `trust_remote_code=True` be passed to the `from_pretrained` method. +This is because we use a custom `MPT` model architecture that is not yet part of the Hugging Face `transformers` package. +`MPT` includes options for many training efficiency features such as [FlashAttention](https://arxiv.org/pdf/2205.14135.pdf), [ALiBi](https://arxiv.org/abs/2108.12409), [QK LayerNorm](https://arxiv.org/abs/2010.04245), and more. + +To use the optimized [triton implementation](https://github.com/openai/triton) of FlashAttention, you can load the model on GPU (`cuda:0`) with `attn_impl='triton'` and with `bfloat16` precision: +```python +import torch +import transformers + +name = 'mosaicml/mpt-7b-instruct' + +config = transformers.AutoConfig.from_pretrained(name, trust_remote_code=True) +config.attn_config['attn_impl'] = 'triton' +config.init_device = 'cuda:0' # For fast initialization directly on GPU! + +model = transformers.AutoModelForCausalLM.from_pretrained( + name, + config=config, + torch_dtype=torch.bfloat16, # Load model weights in bfloat16 + trust_remote_code=True +) +``` + +Although the model was trained with a sequence length of 2048, ALiBi enables users to increase the maximum sequence length during finetuning and/or inference. For example: + +```python +import transformers + +name = 'mosaicml/mpt-7b-instruct' + +config = transformers.AutoConfig.from_pretrained(name, trust_remote_code=True) +config.max_seq_len = 4096 # (input + output) tokens can now be up to 4096 + +model = transformers.AutoModelForCausalLM.from_pretrained( + name, + config=config, + trust_remote_code=True +) +``` + +This model was trained with the [EleutherAI/gpt-neox-20b](https://huggingface.co/EleutherAI/gpt-neox-20b) tokenizer. + +```python +from transformers import AutoTokenizer +tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b") +``` + +The model can then be used, for example, within a text-generation pipeline. +Note: when running Torch modules in lower precision, it is best practice to use the [torch.autocast context manager](https://pytorch.org/docs/stable/amp.html). + +```python +from transformers import pipeline + +pipe = pipeline('text-generation', model=model, tokenizer=tokenizer, device='cuda:0') + +with torch.autocast('cuda', dtype=torch.bfloat16): + print( + pipe('Here is a recipe for vegan banana bread:\n', + max_new_tokens=100, + do_sample=True, + use_cache=True)) +``` + +### Formatting + +This model was trained on data formatted in the dolly-15k format: + +```python +INSTRUCTION_KEY = "### Instruction:" +RESPONSE_KEY = "### Response:" +INTRO_BLURB = "Below is an instruction that describes a task. Write a response that appropriately completes the request." +PROMPT_FOR_GENERATION_FORMAT = """{intro} +{instruction_key} +{instruction} +{response_key} +""".format( + intro=INTRO_BLURB, + instruction_key=INSTRUCTION_KEY, + instruction="{instruction}", + response_key=RESPONSE_KEY, +) + +example = "James decides to run 3 sprints 3 times a week. He runs 60 meters each sprint. How many total meters does he run a week? Explain before answering." +fmt_ex = PROMPT_FOR_GENERATION_FORMAT.format(instruction=example) +``` + +In the above example, `fmt_ex` is ready to be tokenized and sent through the model. + +## Model Description + +The architecture is a modification of a standard decoder-only transformer. + +The model has been modified from a standard transformer in the following ways: +* It uses [FlashAttention](https://arxiv.org/pdf/2205.14135.pdf) +* It uses [ALiBi (Attention with Linear Biases)](https://arxiv.org/abs/2108.12409) and does not use positional embeddings +* It does not use biases + + +| Hyperparameter | Value | +|----------------|-------| +|n_parameters | 6.7B | +|n_layers | 32 | +| n_heads | 32 | +| d_model | 4096 | +| vocab size | 50432 | +| sequence length | 2048 | + +## PreTraining Data + +For more details on the pretraining process, see [MPT-7B](https://huggingface.co/mosaicml/mpt-7b). + +The data was tokenized using the [EleutherAI/gpt-neox-20b](https://huggingface.co/EleutherAI/gpt-neox-20b) tokenizer. + +### Training Configuration + +This model was trained on 8 A100-40GBs for about 2.3 hours using the [MosaicML Platform](https://www.mosaicml.com/platform). +The model was trained with sharded data parallelism using [FSDP](https://pytorch.org/docs/stable/fsdp.html) and used the AdamW optimizer. + +## Limitations and Biases + +_The following language is modified from [EleutherAI's GPT-NeoX-20B](https://huggingface.co/EleutherAI/gpt-neox-20b)_ + +MPT-7B-Instruct can produce factually incorrect output, and should not be relied on to produce factually accurate information. +MPT-7B-Instruct was trained on various public datasets. +While great efforts have been taken to clean the pretraining data, it is possible that this model could generate lewd, biased or otherwise offensive outputs. + + +## Acknowledgements + +This model was finetuned by Sam Havens and the MosaicML NLP team + +## MosaicML Platform + +If you're interested in [training](https://www.mosaicml.com/training) and [deploying](https://www.mosaicml.com/inference) your own MPT or LLMs on the MosaicML Platform, [sign up here](https://forms.mosaicml.com/demo?utm_source=huggingface&utm_medium=referral&utm_campaign=mpt-7b). + +## Disclaimer + +The license on this model does not constitute legal advice. We are not responsible for the actions of third parties who use this model. Please cosult an attorney before using this model for commercial purposes. + +## Citation + +Please cite this model using the following format: + +``` +@online{MosaicML2023Introducing, + author = {MosaicML NLP Team}, + title = {Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs}, + year = {2023}, + url = {www.mosaicml.com/blog/mpt-7b}, + note = {Accessed: 2023-03-28}, % change this date + urldate = {2023-03-28} % change this date +} +``` + +***End of original Model File*** +--- + + +## Please consider to support my work +**Coming Soon:** I'm in the process of launching a sponsorship/crowdfunding campaign for my work. I'm evaluating Kickstarter, Patreon, or the new GitHub Sponsors platform, and I am hoping for some support and contribution to the continued availability of these kind of models. Your support will enable me to provide even more valuable resources and maintain the models you rely on. Your patience and ongoing support are greatly appreciated as I work to make this page an even more valuable resource for the community. + +
+ +[![GitHub](https://maddes8cht.github.io/assets/buttons/github-io-button.png)](https://maddes8cht.github.io) +[![Stack Exchange](https://stackexchange.com/users/flair/26485911.png)](https://stackexchange.com/users/26485911) +[![GitHub](https://maddes8cht.github.io/assets/buttons/github-button.png)](https://github.com/maddes8cht) +[![HuggingFace](https://maddes8cht.github.io/assets/buttons/huggingface-button.png)](https://huggingface.co/maddes8cht) +[![Twitter](https://maddes8cht.github.io/assets/buttons/twitter-button.png)](https://twitter.com/maddes1966) + +
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