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--- |
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library_name: transformers |
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license: apache-2.0 |
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base_model: Qwen/Qwen2.5-1.5B-Instruct |
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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: Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS |
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results: [] |
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--- |
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Note: More models will be added to this comparison. |
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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: Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA |
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# Hugging Face saving config |
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hub_model_id: BeaverAI/Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS |
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hub_strategy: every_save |
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# Model checkpointing config |
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output_dir: ./Outputs/Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA |
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resume_from_checkpoint: |
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save_steps: 10 |
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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: Qwen/Qwen2.5-1.5B-Instruct |
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model_type: AutoModelForCausalLM |
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tokenizer_type: AutoTokenizer |
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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: false |
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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/prompt_formats/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: 10 |
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dataset_prepared_path: ./00-Tokenized-Datasets/Qwen2.5-QwQ-Draft-v0.2-1.5B-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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eos_token: "<|endoftext|>" |
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pad_token: "<|endoftext|>" |
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tokens: |
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``` |
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</details><br> |
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# Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS |
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This model is a fine-tuned version of [Qwen/Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) 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: 1.7920 |
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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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| 2.7253 | 0.0036 | 1 | 2.6463 | |
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| 2.4339 | 0.0362 | 10 | 2.3864 | |
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| 2.2821 | 0.0725 | 20 | 2.2571 | |
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| 2.207 | 0.1087 | 30 | 2.1771 | |
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| 2.1213 | 0.1449 | 40 | 2.1225 | |
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| 2.0926 | 0.1812 | 50 | 2.0870 | |
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| 2.0274 | 0.2174 | 60 | 2.0585 | |
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| 2.0292 | 0.2536 | 70 | 2.0338 | |
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| 2.0057 | 0.2899 | 80 | 2.0148 | |
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| 1.9841 | 0.3261 | 90 | 1.9975 | |
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| 1.9639 | 0.3623 | 100 | 1.9812 | |
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| 1.9303 | 0.3986 | 110 | 1.9688 | |
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| 1.9527 | 0.4348 | 120 | 1.9569 | |
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| 1.9389 | 0.4710 | 130 | 1.9459 | |
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| 1.9008 | 0.5072 | 140 | 1.9352 | |
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| 1.8996 | 0.5435 | 150 | 1.9259 | |
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| 1.8849 | 0.5797 | 160 | 1.9171 | |
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| 1.8793 | 0.6159 | 170 | 1.9105 | |
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| 1.8748 | 0.6522 | 180 | 1.9019 | |
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| 1.8697 | 0.6884 | 190 | 1.8959 | |
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| 1.8777 | 0.7246 | 200 | 1.8892 | |
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| 1.8731 | 0.7609 | 210 | 1.8833 | |
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| 1.8358 | 0.7971 | 220 | 1.8772 | |
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| 1.8483 | 0.8333 | 230 | 1.8729 | |
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| 1.8567 | 0.8696 | 240 | 1.8679 | |
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| 1.8461 | 0.9058 | 250 | 1.8632 | |
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| 1.8436 | 0.9420 | 260 | 1.8591 | |
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| 1.7992 | 0.9783 | 270 | 1.8545 | |
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| 1.7925 | 1.0145 | 280 | 1.8510 | |
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| 1.814 | 1.0507 | 290 | 1.8461 | |
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| 1.8249 | 1.0870 | 300 | 1.8431 | |
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| 1.7889 | 1.1232 | 310 | 1.8391 | |
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| 1.8116 | 1.1594 | 320 | 1.8367 | |
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| 1.7895 | 1.1957 | 330 | 1.8339 | |
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| 1.7951 | 1.2319 | 340 | 1.8300 | |
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| 1.7831 | 1.2681 | 350 | 1.8272 | |
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| 1.7919 | 1.3043 | 360 | 1.8250 | |
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| 1.7755 | 1.3406 | 370 | 1.8224 | |
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| 1.7895 | 1.3768 | 380 | 1.8209 | |
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| 1.7806 | 1.4130 | 390 | 1.8184 | |
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| 1.7808 | 1.4493 | 400 | 1.8156 | |
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| 1.7771 | 1.4855 | 410 | 1.8136 | |
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| 1.7636 | 1.5217 | 420 | 1.8118 | |
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| 1.7719 | 1.5580 | 430 | 1.8098 | |
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| 1.7716 | 1.5942 | 440 | 1.8074 | |
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| 1.7917 | 1.6304 | 450 | 1.8056 | |
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| 1.784 | 1.6667 | 460 | 1.8035 | |
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| 1.7846 | 1.7029 | 470 | 1.8019 | |
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| 1.7485 | 1.7391 | 480 | 1.8002 | |
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| 1.7381 | 1.7754 | 490 | 1.7987 | |
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| 1.764 | 1.8116 | 500 | 1.7972 | |
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| 1.744 | 1.8478 | 510 | 1.7964 | |
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| 1.7673 | 1.8841 | 520 | 1.7948 | |
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| 1.7926 | 1.9203 | 530 | 1.7935 | |
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| 1.7843 | 1.9565 | 540 | 1.7926 | |
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| 1.7689 | 1.9928 | 550 | 1.7920 | |
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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 |
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