Total runs:
206
Run Growth:
206
Growth Rate:
100.00%
Sponsored by
PoYo.AI
nblinh63 / 28eb3afa-ece8-4bb9-a999-5de88f9dc89c
Model's Last Updated: January 13 2025
Introduction of 28eb3afa-ece8-4bb9-a999-5de88f9dc89c
Model Details of 28eb3afa-ece8-4bb9-a999-5de88f9dc89c
See axolotl config
axolotl version:
0.4.1
adapter: lora
base_model: rayonlabs/merged-merged-af6dd40b-32e1-43b1-adfd-8ce14d65d738-PubMedQA-138437bf-44bd-4b03-8801-d05451a9ff28
bf16: auto
chat_template: llama3
dataset_prepared_path: null
datasets:
- data_files:
- 6d6f61a5e2d2e90a_train_data.json
ds_type: json
format: custom
path: /workspace/input_data/6d6f61a5e2d2e90a_train_data.json
type:
field_input: context
field_instruction: question
field_output: final_decision
format: '{instruction} {input}'
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: nblinh63/28eb3afa-ece8-4bb9-a999-5de88f9dc89c
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/6d6f61a5e2d2e90a_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
special_tokens:
pad_token: <|end_of_text|>
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: 25dafc7c-5eb3-4bf6-b3fd-a340821007ea
wandb_project: Gradients-On-Demand
wandb_run: your_name
wandb_runid: 25dafc7c-5eb3-4bf6-b3fd-a340821007ea
warmup_steps: 5
weight_decay: 0.01
xformers_attention: true
28eb3afa-ece8-4bb9-a999-5de88f9dc89c
This model is a fine-tuned version of rayonlabs/merged-merged-af6dd40b-32e1-43b1-adfd-8ce14d65d738-PubMedQA-138437bf-44bd-4b03-8801-d05451a9ff28 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0446
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 |
|---|---|---|---|
| 0.0003 | 0.0080 | 200 | 0.0446 |
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 nblinh63 28eb3afa-ece8-4bb9-a999-5de88f9dc89c on huggingface.co
7
Total runs
-1
24-hour runs
0
3-day runs
0
7-day runs
6
30-day runs
More Information About 28eb3afa-ece8-4bb9-a999-5de88f9dc89c huggingface.co Model
Url of 28eb3afa-ece8-4bb9-a999-5de88f9dc89c
28eb3afa-ece8-4bb9-a999-5de88f9dc89c huggingface.co Url
Provider of 28eb3afa-ece8-4bb9-a999-5de88f9dc89c huggingface.co
Other API from nblinh63
Updated:January 14 2025
Total runs:
12
Run Growth:
11
Growth Rate:
91.67%
Total runs:
11
Run Growth:
9
Growth Rate:
81.82%
Total runs:
10
Run Growth:
9
Growth Rate:
90.00%
Total runs:
10
Run Growth:
9
Growth Rate:
90.00%
Total runs:
9
Run Growth:
9
Growth Rate:
100.00%
Total runs:
9
Run Growth:
7
Growth Rate:
87.50%
Total runs:
9
Run Growth:
7
Growth Rate:
77.78%
Total runs:
8
Run Growth:
7
Growth Rate:
87.50%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
7
Run Growth:
6
Growth Rate:
85.71%
Total runs:
7
Run Growth:
6
Growth Rate:
85.71%
Total runs:
7
Run Growth:
7
Growth Rate:
100.00%
Total runs:
7
Run Growth:
6
Growth Rate:
85.71%
Total runs:
7
Run Growth:
5
Growth Rate:
71.43%
Total runs:
7
Run Growth:
6
Growth Rate:
85.71%
Total runs:
7
Run Growth:
5
Growth Rate:
71.43%
Total runs:
7
Run Growth:
6
Growth Rate:
85.71%
Total runs:
6
Run Growth:
5
Growth Rate:
83.33%
Total runs:
6
Run Growth:
5
Growth Rate:
83.33%
Total runs:
6
Run Growth:
0
Growth Rate:
0.00%
Total runs:
6
Run Growth:
6
Growth Rate:
100.00%
Total runs:
6
Run Growth:
-1
Growth Rate:
-16.67%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
3
Growth Rate:
60.00%
Total runs:
5
Run Growth:
2
Growth Rate:
40.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
0
Growth Rate:
0.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
5
Run Growth:
5
Growth Rate:
100.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
1
Growth Rate:
25.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
1
Growth Rate:
25.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
1
Growth Rate:
25.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
1
Growth Rate:
25.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%