Sponsored by
APIMart
Bepemin / fed04e8b-c5e8-48a2-ad52-413acfac6505
Model's Last Updated: January 25 2025
Introduction of fed04e8b-c5e8-48a2-ad52-413acfac6505
Model Details of fed04e8b-c5e8-48a2-ad52-413acfac6505
See axolotl config
axolotl version:
0.4.1
adapter: lora
base_model: unsloth/tinyllama
bf16: auto
chat_template: llama3
dataset_prepared_path: null
datasets:
- data_files:
- 7faf95dc20f30ad0_train_data.json
ds_type: json
format: custom
path: /workspace/input_data/7faf95dc20f30ad0_train_data.json
type:
field_instruction: instruction
field_output: output
format: '{instruction}'
no_input_format: '{instruction}'
system_format: '{system}'
system_prompt: ''
debug: null
deepspeed: null
early_stopping_patience: null
eval_max_new_tokens: 128
eval_table_size: null
evals_per_epoch: 1
flash_attention: true
fp16: null
fsdp: null
fsdp_config: null
gradient_accumulation_steps: 4
gradient_checkpointing: true
gradient_clipping: 1.0
group_by_length: false
hub_model_id: nghiatrannnnnn/fed04e8b-c5e8-48a2-ad52-413acfac6505
hub_repo: null
hub_strategy: end
hub_token: null
learning_rate: 5.0e-05
load_in_4bit: true
load_in_8bit: true
local_rank: null
logging_steps: 1
lora_alpha: 16
lora_dropout: 0.05
lora_fan_in_fan_out: null
lora_model_dir: null
lora_r: 8
lora_target_linear: true
lr_scheduler: cosine
max_steps: 200
micro_batch_size: 2
mlflow_experiment_name: /tmp/7faf95dc20f30ad0_train_data.json
model_type: AutoModelForCausalLM
num_epochs: 1
optimizer: adamw_bnb_8bit
output_dir: miner_id_24
pad_to_sequence_len: true
resume_from_checkpoint: null
s2_attention: null
sample_packing: false
saves_per_epoch: 1
sequence_len: 1024
strict: false
tf32: false
tokenizer_type: AutoTokenizer
train_on_inputs: false
trust_remote_code: true
val_set_size: 0.05
wandb_entity: null
wandb_mode: online
wandb_name: 77318f92-10a6-43f7-848a-4a6756f76ca6
wandb_project: Gradients-On-Demand
wandb_run: your_name
wandb_runid: 77318f92-10a6-43f7-848a-4a6756f76ca6
warmup_steps: 5
weight_decay: 0.01
xformers_attention: true
fed04e8b-c5e8-48a2-ad52-413acfac6505
This model is a fine-tuned version of unsloth/tinyllama on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.6128
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-05
- 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: 5
- training_steps: 200
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 2.0221 | 0.4425 | 200 | 1.6128 |
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 Bepemin fed04e8b-c5e8-48a2-ad52-413acfac6505 on huggingface.co
5
Total runs
0
24-hour runs
-1
3-day runs
-2
7-day runs
-1
30-day runs
More Information About fed04e8b-c5e8-48a2-ad52-413acfac6505 huggingface.co Model
Url of fed04e8b-c5e8-48a2-ad52-413acfac6505
fed04e8b-c5e8-48a2-ad52-413acfac6505 huggingface.co Url
Provider of fed04e8b-c5e8-48a2-ad52-413acfac6505 huggingface.co
Other API from Bepemin
Total runs:
10
Run Growth:
7
Growth Rate:
63.64%
Total runs:
10
Run Growth:
6
Growth Rate:
54.55%
Total runs:
10
Run Growth:
7
Growth Rate:
63.64%
Total runs:
9
Run Growth:
7
Growth Rate:
70.00%
Total runs:
9
Run Growth:
5
Growth Rate:
71.43%
Total runs:
9
Run Growth:
3
Growth Rate:
30.00%
Total runs:
9
Run Growth:
7
Growth Rate:
70.00%
Total runs:
8
Run Growth:
3
Growth Rate:
33.33%
Total runs:
8
Run Growth:
7
Growth Rate:
77.78%
Total runs:
8
Run Growth:
5
Growth Rate:
55.56%
Total runs:
8
Run Growth:
7
Growth Rate:
77.78%
Total runs:
8
Run Growth:
7
Growth Rate:
77.78%
Total runs:
8
Run Growth:
6
Growth Rate:
66.67%
Total runs:
8
Run Growth:
4
Growth Rate:
44.44%
Total runs:
8
Run Growth:
6
Growth Rate:
75.00%
Total runs:
7
Run Growth:
5
Growth Rate:
62.50%
Total runs:
7
Run Growth:
5
Growth Rate:
62.50%
Total runs:
7
Run Growth:
5
Growth Rate:
62.50%
Total runs:
7
Run Growth:
4
Growth Rate:
57.14%
Total runs:
7
Run Growth:
4
Growth Rate:
57.14%
Total runs:
6
Run Growth:
0
Growth Rate:
0.00%
Total runs:
6
Run Growth:
4
Growth Rate:
57.14%
Total runs:
6
Run Growth:
3
Growth Rate:
50.00%
Total runs:
6
Run Growth:
3
Growth Rate:
42.86%
Total runs:
6
Run Growth:
3
Growth Rate:
42.86%
Total runs:
6
Run Growth:
4
Growth Rate:
57.14%
Total runs:
6
Run Growth:
4
Growth Rate:
57.14%
Total runs:
6
Run Growth:
4
Growth Rate:
57.14%
Total runs:
6
Run Growth:
1
Growth Rate:
16.67%
Total runs:
6
Run Growth:
3
Growth Rate:
50.00%
Total runs:
6
Run Growth:
5
Growth Rate:
71.43%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
4
Growth Rate:
66.67%
Total runs:
5
Run Growth:
2
Growth Rate:
33.33%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
2
Growth Rate:
33.33%
Total runs:
5
Run Growth:
-1
Growth Rate:
-16.67%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
5
Run Growth:
1
Growth Rate:
20.00%
Total runs:
5
Run Growth:
3
Growth Rate:
60.00%
Total runs:
5
Run Growth:
3
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
3
Growth Rate:
60.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
3
Growth Rate:
60.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
1
Growth Rate:
33.33%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
3
Growth Rate:
60.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
2
Growth Rate:
40.00%
Total runs:
4
Run Growth:
-2
Growth Rate:
-50.00%
Total runs:
4
Run Growth:
3
Growth Rate:
60.00%
Total runs:
4
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
-2
Growth Rate:
-40.00%
Total runs:
4
Run Growth:
3
Growth Rate:
60.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
-1
Growth Rate:
-33.33%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
33.33%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
33.33%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
-2
Growth Rate:
-66.67%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%
Total runs:
3
Run Growth:
1
Growth Rate:
25.00%