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--- |
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library_name: peft |
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license: apache-2.0 |
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base_model: PocketDoc/Dans-SakuraKaze-V1.0.0-12b |
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tags: |
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- axolotl |
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- generated_from_trainer |
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datasets: |
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- PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled |
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- PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled |
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model-index: |
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- name: MN-2407-DSK-QwQify-v0.1-12B-LoRA-WS |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl) |
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<details><summary>See axolotl config</summary> |
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axolotl version: `0.8.0.dev0` |
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```yaml |
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mlflow_tracking_uri: http://127.0.0.1:7860 |
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mlflow_experiment_name: MN-2407-DSK-QwQify-v0.1-12B-LoRA |
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# Hugging Face saving config |
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hub_model_id: BeaverAI/MN-2407-DSK-QwQify-v0.1-12B-LoRA-WS |
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hub_strategy: every_save |
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# Model checkpointing config |
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output_dir: ./Outputs/MN-2407-DSK-QwQify-v0.1-12B-LoRA |
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resume_from_checkpoint: |
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save_steps: 25 |
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save_safetensors: true |
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save_total_limit: 3 |
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save_only_model: false |
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# Model architecture config |
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base_model: PocketDoc/Dans-SakuraKaze-V1.0.0-12b |
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model_type: MistralForCausalLM |
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tokenizer_type: PreTrainedTokenizerFast |
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# Mixed precision training config |
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bf16: true |
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fp16: false |
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tf32: false |
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# Model loading config |
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load_in_8bit: false |
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load_in_4bit: false |
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strict: false |
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# Sequence config |
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sequence_len: 8192 |
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min_sample_len: 256 |
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sample_packing: true |
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eval_sample_packing: true |
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pad_to_sequence_len: true |
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train_on_inputs: false |
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group_by_length: false |
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# LoRA adapter config |
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adapter: lora |
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lora_model_dir: |
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lora_r: 128 |
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lora_alpha: 128 |
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lora_dropout: 0.125 |
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peft_layers_to_transform: |
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peft_use_dora: |
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peft_use_rslora: |
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peft_layer_replication: |
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lora_target_modules: |
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- gate_proj |
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- down_proj |
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- up_proj |
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- q_proj |
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- v_proj |
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- k_proj |
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- o_proj |
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lora_modules_to_save: |
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# Fix uninitialized tokens (such as <|start_header_id|> on the base L3 models) |
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fix_untrained_tokens: |
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# Dataset config |
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# https://github.com/xzuyn/axolotl/blob/came-plus-formatters/src/axolotl/prompt_strategies/customchatml-regex-last-only.py |
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datasets: |
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- path: PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled |
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split: train |
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type: customchatml-regex-last-only |
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test_datasets: |
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- path: PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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- path: PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled |
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split: test |
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type: customchatml-regex-last-only |
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val_set_size: 0 |
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eval_strategy: steps |
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eval_steps: 25 |
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dataset_prepared_path: ./00-Tokenized-Datasets/MN-2407-DSK-QwQify-v0.1-12B-customchatml-regex-last-only |
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shuffle_merged_datasets: true |
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dataset_processes: |
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# Training hyperparameters |
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num_epochs: 2 |
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gradient_accumulation_steps: 1 |
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micro_batch_size: 16 # x4 GPUs = 64 |
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eval_batch_size: 16 # x4 GPUs = 64 |
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warmup_steps: 0 |
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optimizer: came_pytorch |
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optim_args: |
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optim_target_modules: |
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lr_scheduler: rex |
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learning_rate: 2e-5 |
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cosine_min_lr_ratio: |
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loraplus_lr_ratio: |
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loraplus_lr_embedding: |
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weight_decay: 0.1 |
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max_grad_norm: 1 |
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logging_steps: 1 |
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# Model optimization |
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gradient_checkpointing: unsloth |
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flash_attention: true |
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plugins: |
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- axolotl.integrations.liger.LigerPlugin |
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- axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin |
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cut_cross_entropy: true |
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liger_rope: true |
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liger_rms_norm: true |
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liger_layer_norm: true |
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liger_glu_activation: true |
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liger_cross_entropy: false |
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liger_fused_linear_cross_entropy: false |
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lora_mlp_kernel: false |
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lora_qkv_kernel: false |
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lora_o_kernel: false |
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# DeepSpeed |
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deepspeed: deepspeed_configs/zero3_bf16.json |
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# Garbage Collection |
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gc_steps: 1 |
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# Debug config |
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debug: true |
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seed: 42 |
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# Token config |
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special_tokens: |
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bos_token: "<s>" |
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eos_token: "<|im_end|>" |
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pad_token: "<pad>" |
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tokens: |
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``` |
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</details><br> |
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# MN-2407-DSK-QwQify-v0.1-12B-LoRA-WS |
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This model is a fine-tuned version of [PocketDoc/Dans-SakuraKaze-V1.0.0-12b](https://huggingface.co/PocketDoc/Dans-SakuraKaze-V1.0.0-12b) on the PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled and the PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled datasets. |
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It achieves the following results on the evaluation set: |
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- Loss: 1.2770 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 2e-05 |
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- train_batch_size: 16 |
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- eval_batch_size: 16 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- num_devices: 4 |
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- total_train_batch_size: 64 |
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- total_eval_batch_size: 64 |
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- optimizer: Use OptimizerNames.ADAMW_HF with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments |
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- lr_scheduler_type: cosine |
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- num_epochs: 2.0 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | |
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|:-------------:|:------:|:----:|:---------------:| |
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| 2.134 | 0.0038 | 1 | 2.0025 | |
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| 1.6185 | 0.0951 | 25 | 1.5748 | |
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| 1.5187 | 0.1901 | 50 | 1.4871 | |
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| 1.4757 | 0.2852 | 75 | 1.4410 | |
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| 1.4008 | 0.3802 | 100 | 1.4100 | |
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| 1.4116 | 0.4753 | 125 | 1.3857 | |
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| 1.357 | 0.5703 | 150 | 1.3630 | |
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| 1.3435 | 0.6654 | 175 | 1.3478 | |
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| 1.3332 | 0.7605 | 200 | 1.3353 | |
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| 1.3042 | 0.8555 | 225 | 1.3308 | |
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| 1.2993 | 0.9506 | 250 | 1.3228 | |
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| 1.3105 | 1.0456 | 275 | 1.3154 | |
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| 1.2782 | 1.1407 | 300 | 1.3094 | |
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| 1.3063 | 1.2357 | 325 | 1.3070 | |
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| 1.3003 | 1.3308 | 350 | 1.3005 | |
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| 1.2937 | 1.4259 | 375 | 1.2952 | |
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| 1.283 | 1.5209 | 400 | 1.2922 | |
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| 1.2692 | 1.6160 | 425 | 1.2887 | |
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| 1.2639 | 1.7110 | 450 | 1.2855 | |
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| 1.2546 | 1.8061 | 475 | 1.2822 | |
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| 1.2711 | 1.9011 | 500 | 1.2787 | |
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| 1.2492 | 1.9962 | 525 | 1.2770 | |
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### Framework versions |
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- PEFT 0.14.0 |
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- Transformers 4.49.0 |
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- Pytorch 2.6.0+cu124 |
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- Datasets 3.2.0 |
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- Tokenizers 0.21.1 |
