commit fbd5034d8d91d0c454a8de41fbb1b198b324ceec Author: ModelHub XC Date: Sat May 30 00:05:21 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: fblgit/una-cybertron-7b-v1-fp16 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.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 diff --git a/README.md b/README.md new file mode 100644 index 0000000..ea58e76 --- /dev/null +++ b/README.md @@ -0,0 +1,227 @@ +--- +license: apache-2.0 +library_name: transformers +tags: +- juanako +- UNA +datasets: +- fblgit/tree-of-knowledge +- Open-Orca/SlimOrca-Dedup +- HuggingFaceH4/ultrafeedback_binarized +model-index: +- name: una-cybertron-7b-v1-fp16 + results: + - task: + type: text-generation + name: Text Generation + dataset: + name: AI2 Reasoning Challenge (25-Shot) + type: ai2_arc + config: ARC-Challenge + split: test + args: + num_few_shot: 25 + metrics: + - type: acc_norm + value: 68.43 + name: normalized accuracy + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: HellaSwag (10-Shot) + type: hellaswag + split: validation + args: + num_few_shot: 10 + metrics: + - type: acc_norm + value: 85.42 + name: normalized accuracy + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: MMLU (5-Shot) + type: cais/mmlu + config: all + split: test + args: + num_few_shot: 5 + metrics: + - type: acc + value: 63.34 + name: accuracy + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: TruthfulQA (0-shot) + type: truthful_qa + config: multiple_choice + split: validation + args: + num_few_shot: 0 + metrics: + - type: mc2 + value: 63.28 + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: Winogrande (5-shot) + type: winogrande + config: winogrande_xl + split: validation + args: + num_few_shot: 5 + metrics: + - type: acc + value: 81.37 + name: accuracy + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: GSM8k (5-shot) + type: gsm8k + config: main + split: test + args: + num_few_shot: 5 + metrics: + - type: acc + value: 55.12 + name: accuracy + source: + url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-cybertron-7b-v1-fp16 + name: Open LLM Leaderboard +--- +# Model Card for una-cybertron-7b-v1 (UNA: Uniform Neural Alignment) + +We strike back, introducing **Cybertron 7B v1** a 7B MistralAI based model, best on it's series. Trained on SFT, DPO and UNA (Unified Neural Alignment) on multiple datasets. +He scores **64.60**+ on HF LeaderTests (without DROP for now). + +Scoring **#1** at 2 December 2023: + +| Model | Average | ARC (25-s) | HellaSwag (10-s) | MMLU (5-s) | TruthfulQA (MC) (0-s) | Winogrande (5-s) | GSM8K (5-s) | +| --- | --- | --- | --- | --- | --- | --- | --- | +| [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) | 60.97 | 59.98 | 83.31 | 64.16 | 42.15 | 78.37 | 37.83 | +| [perlthoughts/Chupacabra-7B-v2](https://huggingface.co/perlthoughts/Chupacabra-7B-v2) | 63.54 | 66.47 | 85.17 | 64.49 | 57.6 | 79.16 | 28.35 | +| [fblgit/una-cybertron-7b-v1](https://huggingface.co/fblgit/una-cybertron-7b-v1) | **64.60** | **68.17** | 85.14 | 62.07 | **63.98** | **80.9** | 27.34 | + +The model excels in mathematics, logic, reasoning, overall very smart. + +## Model Details + +Adiestrated with UNA: Uniform Neural Alignment technique (paper going out soon). + + +### Model Description + +- **Developed by:** [juanako.ai](https://juanako.ai) +- **Author:** [Xavier M.](xavi@juanako.ai) +- **Model type:** MistralAI 7B +- **Funded by Cybertron's H100's** + +### Prompt +The model is very good, works well on almost any prompt but ChatML format and Alpaca System gets the best +``` +<|im_start|>system +- You are a helpful assistant chatbot trained by MosaicML. +- You answer questions. +- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user. +- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|> +<|im_start|>user +Explain QKV<|im_end|> +<|im_start|>assistant +``` +``` +### Assistant: I am StableVicuna, a large language model created by CarperAI. I am here to chat! + +### Human: Explain QKV +### Assistant: +``` +``` +[Round <|round|>] +问：Explain QKV +答： +``` +``` +[Round <|round|>] +Question：Explain QKV +Answer： +``` +``` +Question：Explain QKV +Answer： +``` + +## Evaluation +``` +| Tasks |Version|Shots | Metric |Value | |Stderr| +|--------------|-------|------|--------|-----:|---|-----:| +|arc_challenge | | 25 |acc_norm|0.6817|± |0.0136| +|truthfulqa_mc2| | 0 |acc |0.6398|± |0.0151| +|hellaswag | | 10 |acc_norm|0.8492|± |0.0036| +|winogrande | | 0 |acc |0.809 |± |0.011 | +|gsm8k | | 5 |acc |0.2733|± |0.0137| +|mmlu | | 5 |acc |0.6207|± |0.1230| +| |average| |acc |0.6456| | | + +| Groups |Version|Filter|n-shot|Metric|Value | |Stderr| +|------------------|-------|------|-----:|------|-----:|---|-----:| +|mmlu |N/A |none | 0|acc |0.6207|_ |0.1230| +| - humanities |N/A |none | 5|acc |0.5675|_ |0.1125| +| - other |N/A |none | 5|acc |0.6933|_ |0.1108| +| - social_sciences|N/A |none | 5|acc |0.7270|_ |0.0666| +| - stem |N/A |none | 5|acc |0.5249|_ |0.1311| +``` + +### Framework versions + +- Transformers 4.35.0-UNA +- Pytorch 2.1.0 +- Datasets 2.14.6 +- Tokenizers 0.14.1 + +### Citations +If you find Cybertron, Juanako or any of our models useful, specially if you use it for your big brand.. cite please: +``` +@misc{unacybertron7a, + title={Cybertron: Uniform Neural Alignment}, + author={Xavier Murias}, + year={2023}, + publisher = {HuggingFace}, + journal = {HuggingFace repository}, + howpublished = {\url{https://huggingface.co/fblgit/una-cybertron-7b-v1}}, +} +``` +# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) +Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_fblgit__una-cybertron-7b-v1-fp16) + +| Metric |Value| +|---------------------------------|----:| +|Avg. |69.49| +|AI2 Reasoning Challenge (25-Shot)|68.43| +|HellaSwag (10-Shot) |85.42| +|MMLU (5-Shot) |63.34| +|TruthfulQA (0-shot) |63.28| +|Winogrande (5-shot) |81.37| +|GSM8k (5-shot) |55.12| + diff --git a/config.json b/config.json new file mode 100644 index 0000000..c89525f --- /dev/null +++ b/config.json @@ -0,0 +1,25 @@ +{ + "_name_or_path": "fblgit/juanako-7b-UNA", + "architectures": [ + "MistralForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "rms_norm_eps": 1e-05, + "rope_theta": 10000.0, + "sliding_window": 4096, + "tie_word_embeddings": false, + "torch_dtype": "float16", + "transformers_version": "4.35.0", + "use_cache": true, + "vocab_size": 32000 +} diff --git a/model-00001-of-00003.safetensors b/model-00001-of-00003.safetensors new file mode 100644 index 0000000..9a63081 --- /dev/null +++ b/model-00001-of-00003.safetensors @@ -0,0 +1,3 @@ +version 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