commit aff874afd600b04ca99ca599c11f38fffe0c0bbb Author: ModelHub XC Date: Sat Apr 25 16:12:28 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: rxavier/Taurus-7B-1.0 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..ef5f546 --- /dev/null +++ b/README.md @@ -0,0 +1,197 @@ +--- +language: +- en +license: mit +tags: +- chatml +- mistral +- instruct +- openhermes +- economics +datasets: +- rxavier/economicus +base_model: teknium/OpenHermes-2.5-Mistral-7B +model-index: +- name: Taurus-7B-1.0 + 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: 63.57 + name: normalized accuracy + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + 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: 83.64 + name: normalized accuracy + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + 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: 63.5 + name: accuracy + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + 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: 50.21 + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + 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: 78.14 + name: accuracy + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + 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: 59.36 + name: accuracy + source: + url: >- + https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=rxavier/Taurus-7B-1.0 + name: Open LLM Leaderboard +library_name: transformers +--- + +# Taurus 7B 1.0 + +![image/png](https://i.ibb.co/dGZ50jy/00003-4001299986.png) + +## Description + +Taurus is an [OpenHermes 2.5](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B) finetune using the [Economicus dataset](https://huggingface.co/datasets/rxavier/economicus), an instruct dataset synthetically generated from Economics PhD textbooks. + +The model was trained for 2 epochs (QLoRA) using [axolotl](https://github.com/OpenAccess-AI-Collective/axolotl). The exact config I used can be found [here](https://huggingface.co/rxavier/Taurus-1.0-Mistral-7B/tree/main/axolotl). + +## [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_rxavier__Taurus-7B-1.0) + +| Metric |Value| +|---------------------------------|----:| +|Avg. |66.40| +|AI2 Reasoning Challenge (25-Shot)|63.57| +|HellaSwag (10-Shot) |83.64| +|MMLU (5-Shot) |63.50| +|TruthfulQA (0-shot) |50.21| +|Winogrande (5-shot) |78.14| +|GSM8k (5-shot) |59.36| + +## Prompt format + +Taurus uses **ChatML**. + +``` +<|im_start|>system +System message +<|im_start|>user +User message<|im_end|> +<|im_start|>assistant +``` + +## Usage + +```python +import torch +from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig + + +model_id = "rxavier/Taurus-7B-1.0" +model = AutoModelForCausalLM.from_pretrained( + model_id, + torch_dtype=torch.bfloat16, #torch.float16 for older GPUs + device_map="auto", # Requires having accelerate installed, useful in places like Colab with limited VRAM +) +tokenizer = AutoTokenizer.from_pretrained(model_id) +generation_config = GenerationConfig( + bos_token_id=tokenizer.bos_token_id, + eos_token_id=tokenizer.eos_token_id, + pad_token_id=tokenizer.pad_token_id, + ) + +system_message = "You are an expert in economics with PhD level knowledge. You are helpful, give thorough and clear explanations, and use equations and formulas where needed." +prompt = "Give me latex formulas for extended euler equations" + +messages = [{"role": "system", + "content": system_message}, + {"role": "user", + "content": prompt}] +tokens = tokenizer.apply_chat_template(messages, tokenize=True, add_generation_prompt=True, return_tensors="pt").to("cuda") + +with torch.no_grad(): + outputs = model.generate(inputs=tokens, generation_config=generation_config, max_length=512) +print(tokenizer.decode(outputs.cpu().tolist()[0])) +``` + +## GGUF quants + +You can find GGUF quants for llama.cpp [here](https://huggingface.co/rxavier/Taurus-7B-1.0-GGUF). \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..e36863d --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,4 @@ +{ + "<|im_end|>": 32000, + "<|im_start|>": 32001 +} diff --git a/axolotl/config.yml b/axolotl/config.yml new file mode 100644 index 0000000..846cd46 --- /dev/null +++ b/axolotl/config.yml @@ -0,0 +1,91 @@ +base_model: teknium/OpenHermes-2.5-Mistral-7B +model_type: MistralForCausalLM +tokenizer_type: LlamaTokenizer +is_mistral_derived_model: true + +datasets: + - path: rxavier/economicus + type: sharegpt + conversation: chatml + #shards: 100 +dataset_prepared_path: taurus/train/last_run_prepared +val_set_size: 0.05 + +sequence_len: 2048 +sample_packing: true +pad_to_sequence_len: true + +adapter: qlora +lora_r: 64 +lora_alpha: 16 +lora_dropout: 0.05 +lora_target_linear: true +lora_target_modules: + - q_proj + - v_proj + - k_proj + - o_proj + - gate_proj + - down_proj + - up_proj +#lora_modules_to_save: +# - embed_tokens +# - lm_head + +load_in_8bit: false +load_in_4bit: true +strict: false +bf16: true +fp16: false +tf32: false + +gradient_accumulation_steps: 4 +micro_batch_size: 2 +num_epochs: 2 +optimizer: paged_adamw_8bit +weight_decay: 0.0 +lr_scheduler: cosine +learning_rate: 0.0003 +warmup_ratio: 0.03 +adam_beta2: 0.95 +adam_epsilon: 0.00001 +max_grad_norm: 1.0 + +gradient_checkpointing: true +early_stopping_patience: + +evals_per_epoch: 4 +eval_table_size: +eval_table_max_new_tokens: +eval_sample_packing: false +saves_per_epoch: 4 +debug: +deepspeed: + +fsdp: +fsdp_config: + +train_on_inputs: false +group_by_length: false +resume_from_checkpoint: + +local_rank: +logging_steps: 1 +xformers_attention: +flash_attention: true + +output_dir: taurus/train/output +save_safetensors: true + +wandb_project: economicus +wandb_entity: +wandb_watch: +wandb_run_id: +wandb_log_model: + +#special_tokens: +# eos_token: "<|im_end|>" +#tokens: +# - "<|im_start|>" +# - "<|im_end|>" +chat_template: chatml \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..8192764 --- /dev/null +++ b/config.json @@ -0,0 +1,26 @@ +{ + "_name_or_path": "teknium/OpenHermes-2.5-Mistral-7B", + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + 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a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..40b1c6d --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,24 @@ +{ + "bos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eos_token": { + "content": "<|im_end|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "pad_token": "", + "unk_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.model b/tokenizer.model new file mode 100644 index 0000000..8b443ef --- /dev/null +++ b/tokenizer.model @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055 +size 493443 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..4fe6002 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,62 @@ 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