checkpoints readme
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README.md
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---
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license: other
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base_model: meta-llama/Meta-Llama-3-8B
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tags:
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- axolotl
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- generated_from_trainer
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model-index:
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- name: Einstein-v6.1-Llama3-8B
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results:
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---
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-
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-
should probably proofread and complete it, then remove this comment. -->
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[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.0`
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```yaml
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base_model: meta-llama/Meta-Llama-3-8B
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model_type: LlamaForCausalLM
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tokenizer_type: AutoTokenizer
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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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chat_template: chatml
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datasets:
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- path: data/merged_all.json
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ds_type: json
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type: alpaca
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conversation: chatml
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- path: data/gpteacher-instruct-special-alpaca.json
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ds_type: json
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type: gpteacher
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conversation: chatml
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- path: data/wizardlm_evol_instruct_70k_random_half.json
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ds_type: json
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type: alpaca
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conversation: chatml
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- path: data/capybara_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/synthia-v1.3_sharegpt_12500.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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-
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- path: data/cot_alpaca_gpt4_extracted_openhermes_2.5_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/slimorca_dedup_filtered_95k_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/airoboros_3.2_without_contextual_slimorca_orca_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/allenai_wild_chat_gpt4_english_toxic_random_half_4k_sharegpt.json
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ds_type: json
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type: sharegpt
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strict: false
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conversation: chatml
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- path: data/pippa_bagel_repo_3k_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/gpt4_data_lmys_1m_sharegpt.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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-
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- path: data/sharegpt_gpt4_english.json
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ds_type: json
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type: sharegpt
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conversation: chatml
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- path: data/no_robots_sharegpt.json
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ds_type: json
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type: sharegpt
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strict: false
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conversation: chatml
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- path: data/oasst_top1_from_fusechatmixture_sharegpt.json
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ds_type: json
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type: sharegpt
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strict: false
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conversation: chatml
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-
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- path: data/everythinglm-data-v3_sharegpt.json
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ds_type: json
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type: sharegpt
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strict: false
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conversation: chatml
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.002
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output_dir: ./Einstein-v6.1-Llama3-8B-model
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sequence_len: 8192
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sample_packing: true
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pad_to_sequence_len: true
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eval_sample_packing: false
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wandb_project: Einstein
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wandb_entity:
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wandb_watch:
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wandb_name: Einstein-v6.1-Llama3-2-epoch
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wandb_log_model:
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hub_model_id: Weyaxi/Einstein-v6.1-Llama3-8B
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save_safetensors: true
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gradient_accumulation_steps: 4
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micro_batch_size: 1
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num_epochs: 2
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optimizer: adamw_bnb_8bit # look
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lr_scheduler: cosine
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learning_rate: 0.000005 # look
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train_on_inputs: false
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group_by_length: false
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bf16: true
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fp16: false
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tf32: false
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_steps: 10
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evals_per_epoch: 2
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eval_table_size:
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eval_table_max_new_tokens: 128
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saves_per_epoch: 2
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debug:
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deepspeed: zero3_bf16_cpuoffload_params.json
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weight_decay: 0.0
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fsdp:
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fsdp_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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unk_token: "<unk>"
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pad_token: <|end_of_text|> # changed
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tokens:
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- "<|im_start|>"
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```
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</details><br>
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# Einstein-v6.1-Llama3-8B
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This model is a fine-tuned version of [meta-llama/Meta-Llama-3-8B](https://huggingface.co/meta-llama/Meta-Llama-3-8B) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5786
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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: 5e-06
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- train_batch_size: 1
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 9
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 36
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- total_eval_batch_size: 9
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 10
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 1.6849 | 0.0 | 1 | 1.7294 |
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| 0.6045 | 0.5 | 507 | 0.6127 |
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| 0.5986 | 1.0 | 1014 | 0.5868 |
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| 0.5136 | 1.48 | 1521 | 0.5786 |
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- Pytorch 2.1.2+cu118
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- Datasets 2.18.0
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- Tokenizers 0.15.0
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| 1 |
---
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language:
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- en
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license: other
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tags:
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- axolotl
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- generated_from_trainer
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- instruct
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- finetune
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- chatml
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- gpt4
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- synthetic data
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- science
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- physics
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- chemistry
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- biology
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- math
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- llama
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- llama3
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base_model: meta-llama/Meta-Llama-3-8B
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datasets:
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- allenai/ai2_arc
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- camel-ai/physics
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- camel-ai/chemistry
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- camel-ai/biology
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- camel-ai/math
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- metaeval/reclor
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- openbookqa
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- mandyyyyii/scibench
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- derek-thomas/ScienceQA
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- TIGER-Lab/ScienceEval
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- jondurbin/airoboros-3.2
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- LDJnr/Capybara
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- Cot-Alpaca-GPT4-From-OpenHermes-2.5
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- STEM-AI-mtl/Electrical-engineering
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- knowrohit07/saraswati-stem
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- sablo/oasst2_curated
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- lmsys/lmsys-chat-1m
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- TIGER-Lab/MathInstruct
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- bigbio/med_qa
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- meta-math/MetaMathQA-40K
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- openbookqa
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- piqa
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- metaeval/reclor
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- derek-thomas/ScienceQA
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- scibench
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- sciq
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- Open-Orca/SlimOrca
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- migtissera/Synthia-v1.3
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- TIGER-Lab/ScienceEval
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- allenai/WildChat
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- microsoft/orca-math-word-problems-200k
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- openchat/openchat_sharegpt4_dataset
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- teknium/GPTeacher-General-Instruct
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- m-a-p/CodeFeedback-Filtered-Instruction
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- totally-not-an-llm/EverythingLM-data-V3
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- HuggingFaceH4/no_robots
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- OpenAssistant/oasst_top1_2023-08-25
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- WizardLM/WizardLM_evol_instruct_70k
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model-index:
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- name: Einstein-v6.1-Llama3-8B
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results:
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
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- type: acc_norm
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value: 62.46
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
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- type: acc_norm
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value: 82.41
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 66.19
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name: accuracy
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source:
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| 111 |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
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| 112 |
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name: Open LLM Leaderboard
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| 113 |
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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+
name: TruthfulQA (0-shot)
|
| 118 |
+
type: truthful_qa
|
| 119 |
+
config: multiple_choice
|
| 120 |
+
split: validation
|
| 121 |
+
args:
|
| 122 |
+
num_few_shot: 0
|
| 123 |
+
metrics:
|
| 124 |
+
- type: mc2
|
| 125 |
+
value: 55.1
|
| 126 |
+
source:
|
| 127 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
|
| 128 |
+
name: Open LLM Leaderboard
|
| 129 |
+
- task:
|
| 130 |
+
type: text-generation
|
| 131 |
+
name: Text Generation
|
| 132 |
+
dataset:
|
| 133 |
+
name: Winogrande (5-shot)
|
| 134 |
+
type: winogrande
|
| 135 |
+
config: winogrande_xl
|
| 136 |
+
split: validation
|
| 137 |
+
args:
|
| 138 |
+
num_few_shot: 5
|
| 139 |
+
metrics:
|
| 140 |
+
- type: acc
|
| 141 |
+
value: 79.32
|
| 142 |
+
name: accuracy
|
| 143 |
+
source:
|
| 144 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
|
| 145 |
+
name: Open LLM Leaderboard
|
| 146 |
+
- task:
|
| 147 |
+
type: text-generation
|
| 148 |
+
name: Text Generation
|
| 149 |
+
dataset:
|
| 150 |
+
name: GSM8k (5-shot)
|
| 151 |
+
type: gsm8k
|
| 152 |
+
config: main
|
| 153 |
+
split: test
|
| 154 |
+
args:
|
| 155 |
+
num_few_shot: 5
|
| 156 |
+
metrics:
|
| 157 |
+
- type: acc
|
| 158 |
+
value: 66.11
|
| 159 |
+
name: accuracy
|
| 160 |
+
source:
|
| 161 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Einstein-v6.1-Llama3-8B
|
| 162 |
+
name: Open LLM Leaderboard
|
| 163 |
---
|
| 164 |
|
| 165 |
+

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|
| 166 |
|
| 167 |
+
Checkpoints of [Weyaxi/Einstein-v6-7B](https://huggingface.co/Weyaxi/Einstein-v6.1-Llama3-8B). Head to the main model for more information :)
|
| 168 |
|
| 169 |
+
https://huggingface.co/Weyaxi/Einstein-v6.1-Llama3-8B
|
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