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- Apollo-7B.IQ3_S.gguf +3 -0
- Apollo-7B.IQ3_XS.gguf +3 -0
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- README.md +48 -133
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README.md
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---
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license: apache-2.0
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---
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🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-0.5B-GGUF" target="_blank">Apollo-0.5B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-2B-GGUF" target="_blank">Apollo-2B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-6B-GGUF" target="_blank">Apollo-6B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-7B-GGUF" target="_blank">Apollo-7B-GGUF</a>
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![Apollo](assets/result.png)
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🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a>
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<details><summary>Click to expand</summary>
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- [Data category](https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus/tree/main/train)
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- Pretrain:
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- data item:
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- json_name: {data_source}_{language}_{data_type}.json
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- data_type: medicalBook, medicalGuideline, medicalPaper, medicalWeb(from online forum), medicalWiki
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- language: en(English), zh(chinese), es(spanish), fr(french), hi(Hindi)
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- data_type: qa(generated qa from text)
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- data_type==text: list of string
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```
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[
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"string1",
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"string2",
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...
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]
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```
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- data_type==qa: list of qa pairs(list of string)
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```
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[
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[
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"q1",
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"a1",
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"q2",
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"a2",
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...
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],
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...
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]
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```
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- SFT:
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- json_name: {data_source}_{language}.json
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- data_type: code, general, math, medicalExam, medicalPatient
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- data item: list of qa pairs(list of string)
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```
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[
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[
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"q1",
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"a1",
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"q2",
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"a2",
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...
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],
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...
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]
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```
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- Evaluation
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🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a>
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<details><summary>Click to expand</summary>
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- EN:
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- [MedQA-USMLE](https://huggingface.co/datasets/GBaker/MedQA-USMLE-4-options)
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- [MedMCQA](https://huggingface.co/datasets/medmcqa/viewer/default/test)
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- [PubMedQA](https://huggingface.co/datasets/pubmed_qa): Because the results fluctuated too much, they were not used in the paper.
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- [MMLU-Medical](https://huggingface.co/datasets/cais/mmlu)
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- Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine
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- ZH:
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- [MedQA-MCMLE](https://huggingface.co/datasets/bigbio/med_qa/viewer/med_qa_zh_4options_bigbio_qa/test)
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- [CMB-single](https://huggingface.co/datasets/FreedomIntelligence/CMB): Not used in the paper
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- Randomly sample 2,000 multiple-choice questions with single answer.
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- [CMMLU-Medical](https://huggingface.co/datasets/haonan-li/cmmlu)
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- Anatomy, Clinical_knowledge, College_medicine, Genetics, Nutrition, Traditional_chinese_medicine, Virology
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- [CExam](https://github.com/williamliujl/CMExam): Not used in the paper
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- Randomly sample 2,000 multiple-choice questions
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- ES: [Head_qa](https://huggingface.co/datasets/head_qa)
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- FR: [Frenchmedmcqa](https://github.com/qanastek/FrenchMedMCQA)
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- HI: [MMLU_HI](https://huggingface.co/datasets/FreedomIntelligence/MMLU_Arabic)
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- Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine
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- AR: [MMLU_Ara](https://huggingface.co/datasets/FreedomIntelligence/MMLU_Hindi)
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- Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine
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</details>
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## Results reproduction
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<details><summary>Click to expand</summary>
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**Waiting for Update**
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</details>
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## Citation
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Please use the following citation if you intend to use our dataset for training or evaluation:
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```
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@misc{wang2024apollo,
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title={Apollo: Lightweight Multilingual Medical LLMs towards Democratizing Medical AI to 6B People},
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author={Xidong Wang and Nuo Chen and Junyin Chen and Yan Hu and Yidong Wang and Xiangbo Wu and Anningzhe Gao and Xiang Wan and Haizhou Li and Benyou Wang},
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year={2024},
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eprint={2403.03640},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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---
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base_model: FreedomIntelligence/Apollo-7B
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language:
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- en
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library_name: transformers
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license: apache-2.0
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quantized_by: mradermacher
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---
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## About
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<!-- ### quantize_version: 1 -->
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<!-- ### output_tensor_quantised: 1 -->
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<!-- ### convert_type: -->
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<!-- ### vocab_type: -->
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static quants of https://huggingface.co/FreedomIntelligence/Apollo-7B
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<!-- provided-files -->
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weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
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more details, including on how to concatenate multi-part files.
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## Provided Quants
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(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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| Link | Type | Size/GB | Notes |
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|:-----|:-----|--------:|:------|
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q2_K.gguf) | Q2_K | 3.6 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.IQ3_XS.gguf) | IQ3_XS | 3.9 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.IQ3_S.gguf) | IQ3_S | 4.1 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q3_K_S.gguf) | Q3_K_S | 4.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.IQ3_M.gguf) | IQ3_M | 4.2 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q3_K_M.gguf) | Q3_K_M | 4.5 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q3_K_L.gguf) | Q3_K_L | 4.8 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.IQ4_XS.gguf) | IQ4_XS | 4.9 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q4_K_S.gguf) | Q4_K_S | 5.1 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q4_K_M.gguf) | Q4_K_M | 5.4 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q5_K_S.gguf) | Q5_K_S | 6.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q5_K_M.gguf) | Q5_K_M | 6.2 | |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q6_K.gguf) | Q6_K | 7.1 | very good quality |
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| [GGUF](https://huggingface.co/mradermacher/Apollo-7B-GGUF/resolve/main/Apollo-7B.Q8_0.gguf) | Q8_0 | 9.2 | fast, best quality |
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Here is a handy graph by ikawrakow comparing some lower-quality quant
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types (lower is better):
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49 |
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+
![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
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|
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+
And here are Artefact2's thoughts on the matter:
|
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+
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
|
54 |
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55 |
+
## FAQ / Model Request
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56 |
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+
See https://huggingface.co/mradermacher/model_requests for some answers to
|
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+
questions you might have and/or if you want some other model quantized.
|
59 |
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60 |
+
## Thanks
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61 |
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+
I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
|
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+
me use its servers and providing upgrades to my workstation to enable
|
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+
this work in my free time.
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66 |
+
<!-- end -->
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