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Weyaxi
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Einstein-v4-phi2

Text Generation
Transformers
Safetensors
English
phi
axolotl
Generated from Trainer
phi2
einstein
instruct
finetune
chatml
gpt4
synthetic data
science
physics
chemistry
biology
math
conversational
custom_code
Eval Results
Inference Endpoints
text-generation-inference
Model card Files Community
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Commit
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End of training

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Files changed (6) hide show
  1. README.md +173 -0
  2. generation_config.json +7 -0
  3. model-00001-of-00002.safetensors +3 -0
  4. model-00002-of-00002.safetensors +3 -0
  5. model.safetensors +3 -0
  6. model.safetensors.index.json +460 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: microsoft/phi-2
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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-v4-phi2
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+ results: []
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+ ---
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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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+
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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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+
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+ axolotl version: `0.4.0`
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+ ```yaml
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+ base_model: microsoft/phi-2
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+ model_type: AutoModelForCausalLM
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+ tokenizer_type: AutoTokenizer
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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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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+
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+ dataset_prepared_path: last_run_prepared
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+ val_set_size: 0.005
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+ output_dir: ./Einstein-v4-phi2-model
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+
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+ sequence_len: 2048
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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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+
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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:
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+ wandb_log_model:
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+ hub_model_id: Weyaxi/Einstein-v4-phi2
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+
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+ save_safetensors: true
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+
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+ gradient_accumulation_steps: 4
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+ micro_batch_size: 3
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+ num_epochs: 2
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+ optimizer: adamw_torch # adamw_bnb_8bit
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+ lr_scheduler: cosine
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+ learning_rate: 0.000005
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+
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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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+
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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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+
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+ warmup_steps: 10
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+ evals_per_epoch: 2 # changed
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+ eval_table_size:
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+ eval_table_max_new_tokens: 128
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+ saves_per_epoch: 4
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+ debug:
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+
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+ deepspeed: zero3_bf16.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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+ eos_token: "<|im_end|>"
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+ pad_token: "<|endoftext|>"
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+ tokens:
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+ - "<|im_start|>"
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+
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+
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+ ```
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+
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+ </details><br>
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+
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+ # Einstein-v4-phi2
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+
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+ This model is a fine-tuned version of [microsoft/phi-2](https://huggingface.co/microsoft/phi-2) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.7362
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 3
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+ - eval_batch_size: 3
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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: 108
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+ - total_eval_batch_size: 27
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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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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:-----:|:----:|:---------------:|
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+ | 1.1232 | 0.0 | 1 | 1.0997 |
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+ | 0.7597 | 0.5 | 545 | 0.7720 |
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+ | 0.7232 | 1.0 | 1090 | 0.7451 |
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+ | 0.7806 | 1.48 | 1635 | 0.7362 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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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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+ "transformers_version": "4.38.2"
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