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minpeter / QLoRA-Llama-3.2-1B-chatml
Model's Last Updated: February 05 2025
Introduction of QLoRA-Llama-3.2-1B-chatml
Model Details of QLoRA-Llama-3.2-1B-chatml
See axolotl config
axolotl version:
0.6.0
base_model: meta-llama/Llama-3.2-1B
load_in_8bit: false
load_in_4bit: true
strict: false
datasets:
- path: teknium/OpenHermes-2.5
type: chat_template
chat_template: chatml
field_messages: conversations
message_field_role: from
message_field_content: value
shards: 20
chat_template: chatml
dataset_prepared_path: last_run_prepared
val_set_size: 0.1
output_dir: ./outputs/qlora-out
adapter: qlora
lora_model_dir:
sequence_len: 2048
sample_packing: true
eval_sample_packing: true
pad_to_sequence_len: true
lora_r: 32
lora_alpha: 16
lora_dropout: 0.05
lora_fan_in_fan_out:
lora_target_modules:
- gate_proj
- down_proj
- up_proj
- q_proj
- v_proj
- k_proj
- o_proj
wandb_project: "axolotl"
wandb_entity: "kasfiekfs-e"
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 4
micro_batch_size: 2
num_epochs: 1
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.0002
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
loss_watchdog_threshold: 5.0
loss_watchdog_patience: 3
warmup_steps: 10
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
saves_per_epoch: 1
debug:
deepspeed:
weight_decay: 0.0
fsdp:
fsdp_config:
tokens:
- <|im_start|>
special_tokens:
eos_token: <|im_end|>
pad_token: <|end_of_text|>
lora_modules_to_save:
- lm_head
- embed_tokens
# <--- unsloth config --->
unsloth_lora_mlp: true
unsloth_lora_qkv: true
unsloth_lora_o: true
outputs/qlora-out
This model is a fine-tuned version of meta-llama/Llama-3.2-1B on the teknium/OpenHermes-2.5 dataset. It achieves the following results on the evaluation set:
- Loss: 0.9762
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: 0.0002
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 8
- optimizer: Use OptimizerNames.ADAMW_BNB with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 10
- num_epochs: 1.0
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 1.4237 | 0.0009 | 1 | 1.3103 |
| 0.8682 | 0.2505 | 271 | 1.0369 |
| 0.9946 | 0.5009 | 542 | 1.0005 |
| 0.916 | 0.7514 | 813 | 0.9762 |
Framework versions
- PEFT 0.14.0
- Transformers 4.47.1
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
Runs of minpeter QLoRA-Llama-3.2-1B-chatml on huggingface.co
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More Information About QLoRA-Llama-3.2-1B-chatml huggingface.co Model
Url of QLoRA-Llama-3.2-1B-chatml
QLoRA-Llama-3.2-1B-chatml huggingface.co Url
Provider of QLoRA-Llama-3.2-1B-chatml huggingface.co
Other API from minpeter
Updated:July 30 2025
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