commit a5f21ff71866af1b93522c46e9cdb844518a8ab7 Author: ModelHub XC Date: Sat May 2 12:33:20 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: anthracite-org/magnum-v4-9b Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..2844a35 --- /dev/null +++ b/README.md @@ -0,0 +1,345 @@ +--- +language: +- en +license: gemma +library_name: transformers +tags: +- chat +pipeline_tag: text-generation +model-index: +- name: magnum-v4-9b + results: + - task: + type: text-generation + name: Text Generation + dataset: + name: IFEval (0-Shot) + type: HuggingFaceH4/ifeval + args: + num_few_shot: 0 + metrics: + - type: inst_level_strict_acc and prompt_level_strict_acc + value: 35.03 + name: strict accuracy + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: BBH (3-Shot) + type: BBH + args: + num_few_shot: 3 + metrics: + - type: acc_norm + value: 33.27 + name: normalized accuracy + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: MATH Lvl 5 (4-Shot) + type: hendrycks/competition_math + args: + num_few_shot: 4 + metrics: + - type: exact_match + value: 11.63 + name: exact match + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: GPQA (0-shot) + type: Idavidrein/gpqa + args: + num_few_shot: 0 + metrics: + - type: acc_norm + value: 12.98 + name: acc_norm + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: MuSR (0-shot) + type: TAUR-Lab/MuSR + args: + num_few_shot: 0 + metrics: + - type: acc_norm + value: 15.65 + name: acc_norm + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard + - task: + type: text-generation + name: Text Generation + dataset: + name: MMLU-PRO (5-shot) + type: TIGER-Lab/MMLU-Pro + config: main + split: test + args: + num_few_shot: 5 + metrics: + - type: acc + value: 32.81 + name: accuracy + source: + url: >- + https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v4-9b + name: Open LLM Leaderboard +datasets: +- anthracite-org/c2_logs_16k_llama_v1.1 +- NewEden/Claude-Instruct-5K +- anthracite-org/kalo-opus-instruct-22k-no-refusal +- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned +- lodrick-the-lafted/kalo-opus-instruct-3k-filtered +- anthracite-org/nopm_claude_writing_fixed +- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned +- anthracite-org/kalo_opus_misc_240827 +- anthracite-org/kalo_misc_part2 +--- + + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/658a46cbfb9c2bdfae75b3a6/vxYDYerLy2vD8n05nL2WU.png) + + +This is a series of models designed to replicate the prose quality of the Claude 3 models, specifically Sonnet and Opus. + + + +This model is fine-tuned on top of [gemma 2 9b (chatML'ified)](https://huggingface.co/IntervitensInc/gemma-2-9b-chatml). + +## Prompting +A typical input would look like this: + +```py +<|im_start|>system +system prompt<|im_end|> +<|im_start|>user +Hi there!<|im_end|> +<|im_start|>assistant +Nice to meet you!<|im_end|> +<|im_start|>user +Can I ask a question?<|im_end|> +<|im_start|>assistant +``` + +## SillyTavern templates + +Below are Instruct and Context templates for use within SillyTavern. + +
context template + +```yaml +{ + "story_string": "<|im_start|>system\n{{#if system}}{{system}}\n{{/if}}{{#if wiBefore}}{{wiBefore}}\n{{/if}}{{#if description}}{{description}}\n{{/if}}{{#if personality}}{{char}}'s personality: {{personality}}\n{{/if}}{{#if scenario}}Scenario: {{scenario}}\n{{/if}}{{#if wiAfter}}{{wiAfter}}\n{{/if}}{{#if persona}}{{persona}}\n{{/if}}{{trim}}<|im_end|>\n", + "example_separator": "", + "chat_start": "", + "use_stop_strings": false, + "allow_jailbreak": false, + "always_force_name2": true, + "trim_sentences": false, + "include_newline": false, + "single_line": false, + "name": "Magnum ChatML" +} +``` + +

+
instruct template + +```yaml +{ + "system_prompt": "Currently, your role is {{char}}, described in detail below. As {{char}}, continue the narrative exchange with {{user}}.\n\n\n• Maintain the character persona but allow it to evolve with the story.\n• Be creative and proactive. Drive the story forward, introducing plotlines and events when relevant.\n• All types of outputs are encouraged; respond accordingly to the narrative.\n• Include dialogues, actions, and thoughts in each response.\n• Utilize all five senses to describe scenarios within {{char}}'s dialogue.\n• Use emotional symbols such as "!" and "~" in appropriate contexts.\n• Incorporate onomatopoeia when suitable.\n• Allow time for {{user}} to respond with their own input, respecting their agency.\n• Act as secondary characters and NPCs as needed, and remove them when appropriate.\n• When prompted for an Out of Character [OOC:] reply, answer neutrally and in plaintext, not as {{char}}.\n\n\n\n• Using excessive literary embellishments and purple prose unless dictated by {{char}}'s persona.\n• Writing for, speaking, thinking, acting, or replying as {{user}} in your response.\n• Repetitive and monotonous outputs.\n• Positivity bias in your replies.\n• Being overly extreme or NSFW when the narrative context is inappropriate.\n\n\nFollow the instructions in , avoiding the items listed in .", + "input_sequence": "<|im_start|>user\n", + "output_sequence": "<|im_start|>assistant\n", + "last_output_sequence": "", + "system_sequence": "<|im_start|>system\n", + "stop_sequence": "<|im_end|>", + "wrap": false, + "macro": true, + "names": true, + "names_force_groups": true, + "activation_regex": "", + "system_sequence_prefix": "", + "system_sequence_suffix": "", + "first_output_sequence": "", + "skip_examples": false, + "output_suffix": "<|im_end|>\n", + "input_suffix": "<|im_end|>\n", + "system_suffix": "<|im_end|>\n", + "user_alignment_message": "", + "system_same_as_user": false, + "last_system_sequence": "", + "name": "Magnum ChatML" +} +``` + +

+ +## Axolotl config + +
See axolotl config + +```yaml +base_model: /workspace/data/gemma-2-9b-chatml +model_type: AutoModelForCausalLM +tokenizer_type: AutoTokenizer + +plugins: + - axolotl.integrations.liger.LigerPlugin +liger_rope: false +liger_rms_norm: false +liger_swiglu: true +liger_cross_entropy: true +liger_fused_linear_cross_entropy: false + +load_in_8bit: false +load_in_4bit: false +strict: false + +datasets: + - path: anthracite-org/c2_logs_16k_llama_v1.1 + type: sharegpt + conversation: chatml + - path: NewEden/Claude-Instruct-5K + type: sharegpt + conversation: chatml + - path: anthracite-org/kalo-opus-instruct-22k-no-refusal + type: sharegpt + conversation: chatml + - path: Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned + type: sharegpt + conversation: chatml + - path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered + type: sharegpt + conversation: chatml + - path: anthracite-org/nopm_claude_writing_fixed + type: sharegpt + conversation: chatml + - path: Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned + type: sharegpt + conversation: chatml + - path: anthracite-org/kalo_opus_misc_240827 + type: sharegpt + conversation: chatml + - path: anthracite-org/kalo_misc_part2 + type: sharegpt + conversation: chatml +chat_template: chatml +shuffle_merged_datasets: false +default_system_message: "You are a helpful assistant that responds to the user." +dataset_prepared_path: /workspace/data/9b-fft-data +val_set_size: 0.0 +output_dir: /workspace/data/9b-fft-out + +sequence_len: 8192 +sample_packing: true +eval_sample_packing: false +pad_to_sequence_len: true + +adapter: +lora_model_dir: +lora_r: +lora_alpha: +lora_dropout: +lora_target_linear: +lora_fan_in_fan_out: + +wandb_project: 9b-Nemo-config-fft +wandb_entity: +wandb_watch: +wandb_name: attempt-01 +wandb_log_model: + +gradient_accumulation_steps: 4 +micro_batch_size: 1 +num_epochs: 4 +optimizer: paged_adamw_8bit +lr_scheduler: cosine +learning_rate: 0.00001 + +train_on_inputs: false +group_by_length: false +bf16: auto +fp16: +tf32: false + +gradient_checkpointing: true +early_stopping_patience: +auto_resume_from_checkpoints: true +local_rank: +logging_steps: 1 +xformers_attention: +flash_attention: true + +warmup_steps: 10 +evals_per_epoch: +eval_table_size: +eval_max_new_tokens: +saves_per_epoch: 1 +debug: +deepspeed: deepspeed_configs/zero3_bf16.json +weight_decay: 0.001 +fsdp: +fsdp_config: +special_tokens: + pad_token: +``` +

+ +## Credits +We'd like to thank Recursal / Featherless for sponsoring the compute for this train, Featherless has been hosting our Magnum models since the first 72 B and has given thousands of people access to our models and helped us grow. + +We would also like to thank all members of Anthracite who made this finetune possible. + +## Datasets +- [anthracite-org/c2_logs_16k_llama_v1.1](https://huggingface.co/datasets/anthracite-org/c2_logs_16k_llama_v1.1) +- [NewEden/Claude-Instruct-5K](https://huggingface.co/datasets/NewEden/Claude-Instruct-5K) +- [anthracite-org/kalo-opus-instruct-22k-no-refusal](https://huggingface.co/datasets/anthracite-org/kalo-opus-instruct-22k-no-refusal) +- [Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned](https://huggingface.co/datasets/Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned) +- [lodrick-the-lafted/kalo-opus-instruct-3k-filtered](https://huggingface.co/datasets/lodrick-the-lafted/kalo-opus-instruct-3k-filtered) +- [anthracite-org/nopm_claude_writing_fixed](https://huggingface.co/datasets/anthracite-org/nopm_claude_writing_fixed) +- [Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned](https://huggingface.co/datasets/Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned) +- [anthracite-org/kalo_opus_misc_240827](https://huggingface.co/datasets/anthracite-org/kalo_opus_misc_240827) +- [anthracite-org/kalo_misc_part2](https://huggingface.co/datasets/anthracite-org/kalo_misc_part2) + +## Training +The training was done for 2 epochs. We used 8x[H100s](https://www.nvidia.com/en-us/data-center/h100/) GPUs graciously provided by [Recursal AI](https://recursal.ai/) / [Featherless AI](https://featherless.ai/) for the full-parameter fine-tuning of the model. + +[Built with Axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) + +## Safety +... +# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) +Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_anthracite-org__magnum-v4-9b) + +| Metric |Value| +|-------------------|----:| +|Avg. |23.56| +|IFEval (0-Shot) |35.03| +|BBH (3-Shot) |33.27| +|MATH Lvl 5 (4-Shot)|11.63| +|GPQA (0-shot) |12.98| +|MuSR (0-shot) |15.65| +|MMLU-PRO (5-shot) |32.81| \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..3a5d21b --- /dev/null +++ b/config.json @@ -0,0 +1,34 @@ +{ + "_name_or_path": 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