Model save

README.md

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+---
+library_name: transformers
+license: llama3.2
+base_model: meta-llama/Llama-3.2-1B
+tags:
+- axolotl
+- generated_from_trainer
+model-index:
+- name: Einstein-v8-Llama3.2-1B
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+[<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)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.4.1`
+```yaml
+base_model: meta-llama/Llama-3.2-1B
+model_type: LlamaForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+chat_template: chatml
+datasets:
+  - path: datasets/airoboros_3.2_without_contextual_slimorca_orca_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/allenai_wild_chat_gpt4_english_toxic_random_half_4k_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    strict: false
+    conversation: chatml
+
+  - path: datasets/buzz_unstacked_chosen_math_removed_filtered.json
+    ds_type: json
+    type: alpaca
+    conversation: chatml
+
+  - path: datasets/capybara_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/cot_alpaca_gpt4_extracted_openhermes_2.5_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/everythinglm-data-v3_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    strict: false
+    conversation: chatml
+
+  - path: datasets/gpt4_data_lmys_1m_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/gpteacher-instruct-special-alpaca.json
+    ds_type: json
+    type: gpteacher
+    conversation: chatml
+
+  - path: datasets/merged_all.json
+    ds_type: json
+    type: alpaca
+    conversation: chatml
+
+  - path: datasets/no_robots_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    strict: false
+    conversation: chatml
+
+  - path: datasets/oasst_top1_from_fusechatmixture_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    strict: false
+    conversation: chatml
+
+  - path: datasets/pippa_bagel_repo_3k_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/rpguild_quarter_alignment_lab_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/sharegpt_gpt4_english.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/slimorca_dedup_filtered_95k_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/soda_diaolog_longest_tenth_buzz_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/synthia-v1.3_sharegpt_12500.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/system_conversations_dolphin_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+  
+  - path: datasets/NuminaMath-CoT-olympiads-40k_alpaca.json
+    ds_type: json
+    type: alpaca
+    conversation: chatml
+
+  - path: datasets/math-gpt-4o-40k_alpaca.json
+    ds_type: json
+    type: alpaca
+    conversation: chatml
+
+  - path: datasets/sonnet3.5_science_conversations_sharegpt.json
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+  - path: datasets/reasoning-0.01_sharegpt.jsonl
+    ds_type: json
+    type: sharegpt
+    conversation: chatml
+
+dataset_prepared_path: last_run_prepared
+val_set_size: 0.002
+
+output_dir: ./Einstein-v8-Llama3.2-1B-model
+
+sequence_len: 8192
+sample_packing: true
+pad_to_sequence_len: true
+eval_sample_packing: false
+
+wandb_project: Einstein
+wandb_entity:
+wandb_watch:
+wandb_name: Einstein-v8-Llama3.2-1B-2-epoch
+wandb_log_model:
+hub_model_id: Weyaxi/Einstein-v8-Llama3.2-1B
+
+save_safetensors: true
+
+gradient_accumulation_steps: 4
+micro_batch_size: 4 
+num_epochs: 2
+optimizer: adamw_bnb_8bit # look
+lr_scheduler: cosine
+learning_rate: 0.000005 # look
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 10
+evals_per_epoch: 4
+eval_table_size:
+eval_table_max_new_tokens: 128
+saves_per_epoch: 1
+debug:
+
+deepspeed: axolotl/deepspeed_configs/zero3_bf16.json
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+special_tokens:
+  bos_token: "<s>"
+  eos_token: "<|im_end|>"
+  unk_token: "<unk>"
+  pad_token: <|end_of_text|> # changed
+tokens:
+  - "<|im_start|>"
+
+```
+
+</details><br>
+
+# Einstein-v8-Llama3.2-1B
+
+This model is a fine-tuned version of [meta-llama/Llama-3.2-1B](https://huggingface.co/meta-llama/Llama-3.2-1B) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.9292
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-06
+- train_batch_size: 4
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 4
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 64
+- total_eval_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_steps: 10
+- num_epochs: 2
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss |
+|:-------------:|:------:|:----:|:---------------:|
+| 1.4261        | 0.0009 | 1    | 1.4028          |
+| 1.0487        | 0.2501 | 268  | 0.9917          |
+| 1.0484        | 0.5001 | 536  | 0.9652          |
+| 1.0039        | 0.7502 | 804  | 0.9499          |
+| 1.0528        | 1.0002 | 1072 | 0.9399          |
+| 0.9559        | 1.2481 | 1340 | 0.9345          |
+| 0.9078        | 1.4981 | 1608 | 0.9309          |
+| 0.9702        | 1.7481 | 1876 | 0.9295          |
+| 0.929         | 1.9981 | 2144 | 0.9292          |
+
+
+### Framework versions
+
+- Transformers 4.45.0
+- Pytorch 2.3.1+cu121
+- Datasets 2.21.0
+- Tokenizers 0.20.0

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": 128001,
+  "transformers_version": "4.45.0"
+}