commit de00af455cdd0e7c91a7bea7d1b30540f7a6813e Author: ModelHub XC Date: Thu Apr 16 17:33:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..bee26d5 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,54 @@ +*.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 +astrollama-3-8b-base_aic.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q3_K.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q4_K.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q5_0.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q5_K.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q5_1.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +astrollama-3-8b-base_aic.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d21a968 --- /dev/null +++ b/README.md @@ -0,0 +1,149 @@ +Quantization made by Richard Erkhov. + +[Github](https://github.com/RichardErkhov) + +[Discord](https://discord.gg/pvy7H8DZMG) + +[Request more models](https://github.com/RichardErkhov/quant_request) + + +astrollama-3-8b-base_aic - GGUF +- Model creator: https://huggingface.co/AstroMLab/ +- Original model: https://huggingface.co/AstroMLab/astrollama-3-8b-base_aic/ + + +| Name | Quant method | Size | +| ---- | ---- | ---- | +| [astrollama-3-8b-base_aic.Q2_K.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q2_K.gguf) | Q2_K | 2.96GB | +| [astrollama-3-8b-base_aic.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q3_K_S.gguf) | Q3_K_S | 3.41GB | +| [astrollama-3-8b-base_aic.Q3_K.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q3_K.gguf) | Q3_K | 3.74GB | +| [astrollama-3-8b-base_aic.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q3_K_M.gguf) | Q3_K_M | 3.74GB | +| [astrollama-3-8b-base_aic.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q3_K_L.gguf) | Q3_K_L | 2.44GB | +| [astrollama-3-8b-base_aic.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.IQ4_XS.gguf) | IQ4_XS | 3.28GB | +| [astrollama-3-8b-base_aic.Q4_0.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q4_0.gguf) | Q4_0 | 4.34GB | +| [astrollama-3-8b-base_aic.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.IQ4_NL.gguf) | IQ4_NL | 4.38GB | +| [astrollama-3-8b-base_aic.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q4_K_S.gguf) | Q4_K_S | 4.37GB | +| [astrollama-3-8b-base_aic.Q4_K.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q4_K.gguf) | Q4_K | 4.58GB | +| [astrollama-3-8b-base_aic.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q4_K_M.gguf) | Q4_K_M | 4.58GB | +| [astrollama-3-8b-base_aic.Q4_1.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q4_1.gguf) | Q4_1 | 4.78GB | +| [astrollama-3-8b-base_aic.Q5_0.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q5_0.gguf) | Q5_0 | 5.21GB | +| [astrollama-3-8b-base_aic.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q5_K_S.gguf) | Q5_K_S | 5.21GB | +| [astrollama-3-8b-base_aic.Q5_K.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q5_K.gguf) | Q5_K | 5.34GB | +| [astrollama-3-8b-base_aic.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q5_K_M.gguf) | Q5_K_M | 5.34GB | +| [astrollama-3-8b-base_aic.Q5_1.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q5_1.gguf) | Q5_1 | 5.65GB | +| [astrollama-3-8b-base_aic.Q6_K.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q6_K.gguf) | Q6_K | 6.14GB | +| [astrollama-3-8b-base_aic.Q8_0.gguf](https://huggingface.co/RichardErkhov/AstroMLab_-_astrollama-3-8b-base_aic-gguf/blob/main/astrollama-3-8b-base_aic.Q8_0.gguf) | Q8_0 | 7.95GB | + + + + +Original model description: +--- +license: mit +language: +- en +pipeline_tag: text-generation +tags: +- llama-3 +- astronomy +- astrophysics +- arxiv +inference: false +base_model: +- meta-llama/Llama-3-8b-hf +--- + +# AstroLLaMA-3-8B-Base_AIC + +AstroLLaMA-3-8B is a specialized base language model for astronomy, developed by fine-tuning Meta's LLaMA-3-8b architecture on astronomical literature. This model was developed by the AstroMLab team. It is designed for next token prediction tasks and is not an instruct/chat model. + +## Model Details + +- **Base Architecture**: LLaMA-3-8b +- **Training Data**: Abstract, Introduction, and Conclusion (AIC) sections from arXiv's astro-ph category papers +- **Data Processing**: Optical character recognition (OCR) on PDF files using the Nougat tool, followed by summarization using Qwen-2-8B and LLaMA-3.1-8B. +- **Fine-tuning Method**: Continual Pre-Training (CPT) using the LMFlow framework +- **Training Details**: + - Learning rate: 2 × 10⁻⁵ + - Total batch size: 96 + - Maximum token length: 512 + - Warmup ratio: 0.03 + - No gradient accumulation + - BF16 format + - Cosine decay schedule for learning rate reduction + - Training duration: 1 epoch +- **Primary Use**: Next token prediction for astronomy-related text generation and analysis +- **Reference**: Pan et al. 2024 [Link to be added] + +## Generating text from a prompt + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +# Load the model and tokenizer +tokenizer = AutoTokenizer.from_pretrained("AstroMLab/astrollama-3-8b-base_aic") +model = AutoModelForCausalLM.from_pretrained("AstroMLab/astrollama-3-8b-base_aic", device_map="auto") + +# Create the pipeline with explicit truncation +from transformers import pipeline +generator = pipeline( + "text-generation", + model=model, + tokenizer=tokenizer, + device_map="auto", + truncation=True, + max_length=512 +) + +# Example prompt from an astronomy paper +prompt = "In this letter, we report the discovery of the highest redshift, " \ + "heavily obscured, radio-loud QSO candidate selected using JWST NIRCam/MIRI, " \ + "mid-IR, sub-mm, and radio imaging in the COSMOS-Web field. " + +# Set seed for reproducibility +torch.manual_seed(42) + +# Generate text +generated_text = generator(prompt, do_sample=True) +print(generated_text[0]['generated_text']) +``` + +## Model Limitations and Biases + +A key limitation identified during the development of this model is that training solely on astro-ph data may not be sufficient to significantly improve performance over the base model, especially for the already highly performant LLaMA-3 series. This suggests that to achieve substantial gains, future iterations may need to incorporate a broader range of high-quality astronomical data beyond arXiv, such as textbooks, Wikipedia, and curated summaries. + +Here's a performance comparison chart based upon the astronomical benchmarking Q&A as described in [Ting et al. 2024](https://arxiv.org/abs/2407.11194), and Pan et al. 2024: + +| Model | Score (%) | +|-------|-----------| +| LLaMA-3.1-8B | 73.7 | +| LLaMA-3-8B | 72.9 | +| **AstroLLaMA-3-8B-Base_AIC (AstroMLab)** | **71.9** | +| Gemma-2-9B | 71.5 | +| Qwen-2.5-7B | 70.4 | +| Yi-1.5-9B | 68.4 | +| InternLM-2.5-7B | 64.5 | +| Mistral-7B-v0.3 | 63.9 | +| ChatGLM3-6B | 50.4 | +| AstroLLaMA-2-7B-AIC | 44.3 | +| AstroLLaMA-2-7B-Abstract | 43.5 | + +As shown, while AstroLLaMA-3-8B performs competitively among models in its class, it does not surpass the performance of the base LLaMA-3-8B model. This underscores the challenges in developing specialized models and the need for more diverse and comprehensive training data. + +This model is released primarily for reproducibility purposes, allowing researchers to track the development process and compare different iterations of AstroLLaMA models. + +For optimal performance and the most up-to-date capabilities in astronomy-related tasks, we recommend using AstroSage-8B, where these limitations have been addressed. The newer model incorporates expanded training data beyond astro-ph and features a greatly expanded fine-tuning process, resulting in significantly improved performance. + +## Ethical Considerations + +While this model is designed for scientific use, users should be mindful of potential misuse, such as generating misleading scientific content. Always verify model outputs against peer-reviewed sources for critical applications. + +## Citation + +If you use this model in your research, please cite: + +``` +[Citation for Pan et al. 2024 to be added] +``` + diff --git a/astrollama-3-8b-base_aic.IQ4_NL.gguf b/astrollama-3-8b-base_aic.IQ4_NL.gguf new file mode 100644 index 0000000..a665f67 --- /dev/null +++ b/astrollama-3-8b-base_aic.IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0bfb0ea87025e86d4fc2bb4fd261d426bb42f37765f7475bc2c8daee8ee8301b +size 4707349056 diff --git a/astrollama-3-8b-base_aic.IQ4_XS.gguf b/astrollama-3-8b-base_aic.IQ4_XS.gguf new file mode 100644 index 0000000..7fb4687 --- /dev/null +++ b/astrollama-3-8b-base_aic.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f55515bcd9bf338b47c0b308edc6fbd12e1f34dd0fd75d743a06d6e3009275d +size 3516661760 diff --git a/astrollama-3-8b-base_aic.Q2_K.gguf b/astrollama-3-8b-base_aic.Q2_K.gguf new file mode 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