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Sponsored by
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prxy5607 / 4ba46c2f-a689-4775-8ef5-fbfcbad8972a
Model's Last Updated: January 24 2025
Introduction of 4ba46c2f-a689-4775-8ef5-fbfcbad8972a
Model Details of 4ba46c2f-a689-4775-8ef5-fbfcbad8972a
See axolotl config
axolotl version:
0.4.1
adapter: lora
base_model: unsloth/codellama-7b
bf16: true
chat_template: llama3
data_processes: 16
dataset_prepared_path: null
datasets:
- data_files:
- 82163ce5235442c8_train_data.json
ds_type: json
format: custom
path: /workspace/input_data/82163ce5235442c8_train_data.json
type:
field_input: Sequence
field_instruction: Entry
field_output: Protein names
format: '{instruction} {input}'
no_input_format: '{instruction}'
system_format: '{system}'
system_prompt: ''
debug: null
deepspeed: null
device_map: auto
do_eval: true
early_stopping_patience: 5
eval_batch_size: 4
eval_max_new_tokens: 128
eval_steps: 50
eval_table_size: null
evals_per_epoch: null
flash_attention: true
fp16: false
fsdp: null
fsdp_config: null
gradient_accumulation_steps: 4
gradient_checkpointing: true
group_by_length: true
hub_model_id: prxy5607/4ba46c2f-a689-4775-8ef5-fbfcbad8972a
hub_repo: null
hub_strategy: checkpoint
hub_token: null
learning_rate: 0.0001
load_in_4bit: false
load_in_8bit: false
local_rank: null
logging_steps: 1
lora_alpha: 128
lora_dropout: 0.05
lora_fan_in_fan_out: null
lora_model_dir: null
lora_r: 64
lora_target_linear: true
lr_scheduler: cosine
max_grad_norm: 1.0
max_memory:
0: 75GB
max_steps: 200
micro_batch_size: 8
mlflow_experiment_name: /tmp/82163ce5235442c8_train_data.json
model_type: AutoModelForCausalLM
num_epochs: 3
optim_args:
adam_beta1: 0.9
adam_beta2: 0.95
adam_epsilon: 1e-5
optimizer: adamw_bnb_8bit
output_dir: miner_id_24
pad_to_sequence_len: true
resume_from_checkpoint: null
s2_attention: null
sample_packing: false
save_steps: 50
saves_per_epoch: null
sequence_len: 1024
strict: false
tf32: true
tokenizer_type: AutoTokenizer
train_on_inputs: false
trust_remote_code: true
val_set_size: 0.05
wandb_entity: null
wandb_mode: online
wandb_name: 4aa3c918-36ed-4ae0-9dbd-99685797929f
wandb_project: Gradients-On-Demand
wandb_run: your_name
wandb_runid: 4aa3c918-36ed-4ae0-9dbd-99685797929f
warmup_steps: 10
weight_decay: 0.0
xformers_attention: null
4ba46c2f-a689-4775-8ef5-fbfcbad8972a
This model is a fine-tuned version of unsloth/codellama-7b on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2613
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: 0.0001
- train_batch_size: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Use OptimizerNames.ADAMW_BNB with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=adam_beta1=0.9,adam_beta2=0.95,adam_epsilon=1e-5
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 10
- training_steps: 200
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 2.9417 | 0.0099 | 1 | 3.1964 |
| 0.4216 | 0.4926 | 50 | 0.8914 |
| 0.4403 | 0.9852 | 100 | 0.3565 |
| 0.2663 | 1.4778 | 150 | 0.2680 |
| 0.3505 | 1.9704 | 200 | 0.2613 |
Framework versions
- PEFT 0.13.2
- Transformers 4.46.0
- Pytorch 2.5.0+cu124
- Datasets 3.0.1
- Tokenizers 0.20.1
Runs of prxy5607 4ba46c2f-a689-4775-8ef5-fbfcbad8972a on huggingface.co
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24-hour runs
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More Information About 4ba46c2f-a689-4775-8ef5-fbfcbad8972a huggingface.co Model
Url of 4ba46c2f-a689-4775-8ef5-fbfcbad8972a
4ba46c2f-a689-4775-8ef5-fbfcbad8972a huggingface.co Url
Provider of 4ba46c2f-a689-4775-8ef5-fbfcbad8972a huggingface.co
Other API from prxy5607
Updated:January 26 2025
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