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Alphatao / 33d93d73-bbeb-404d-84dd-ffdded5566fb
Model's Last Updated: March 09 2025
Introduction of 33d93d73-bbeb-404d-84dd-ffdded5566fb
Model Details of 33d93d73-bbeb-404d-84dd-ffdded5566fb
See axolotl config
axolotl version:
0.4.1
adapter: lora
base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
bf16: true
chat_template: llama3
dataset_prepared_path: null
datasets:
- data_files:
- 9968ceef57d41e71_train_data.json
ds_type: json
format: custom
path: /workspace/input_data/9968ceef57d41e71_train_data.json
type:
field_instruction: prompt
field_output: gold_standard_solution
format: '{instruction}'
no_input_format: '{instruction}'
system_format: '{system}'
system_prompt: ''
debug: null
device_map:
? ''
: 0,1,2,3,4,5,6,7
early_stopping_patience: 2
eval_max_new_tokens: 128
eval_steps: 100
eval_table_size: null
flash_attention: true
gradient_accumulation_steps: 8
gradient_checkpointing: true
group_by_length: false
hub_model_id: Alphatao/33d93d73-bbeb-404d-84dd-ffdded5566fb
hub_repo: null
hub_strategy: null
hub_token: null
learning_rate: 0.0002
load_best_model_at_end: true
load_in_4bit: false
load_in_8bit: false
local_rank: null
logging_steps: 1
lora_alpha: 128
lora_dropout: 0.1
lora_fan_in_fan_out: null
lora_model_dir: null
lora_r: 64
lora_target_linear: true
lora_target_modules:
- q_proj
- k_proj
- v_proj
- o_proj
lr_scheduler: cosine
max_grad_norm: 1.0
max_steps: 2520
micro_batch_size: 4
mlflow_experiment_name: /tmp/9968ceef57d41e71_train_data.json
model_type: AutoModelForCausalLM
num_epochs: 2
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: 100
sequence_len: 2048
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: 3ea4cbe7-e175-41c3-974d-7a7a8d18b3b7
wandb_project: Gradients-On-Demand
wandb_run: your_name
wandb_runid: 3ea4cbe7-e175-41c3-974d-7a7a8d18b3b7
warmup_steps: 10
weight_decay: 0.0
xformers_attention: null
33d93d73-bbeb-404d-84dd-ffdded5566fb
This model is a fine-tuned version of TinyLlama/TinyLlama-1.1B-Chat-v1.0 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2245
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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 32
- 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
- training_steps: 2520
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.3265 | 0.0005 | 1 | 0.3180 |
| 0.1697 | 0.0490 | 100 | 0.2371 |
| 0.236 | 0.0980 | 200 | 0.2349 |
| 0.2743 | 0.1470 | 300 | 0.2344 |
| 0.161 | 0.1960 | 400 | 0.2344 |
| 0.2298 | 0.2450 | 500 | 0.2332 |
| 0.3038 | 0.2940 | 600 | 0.2325 |
| 0.359 | 0.3430 | 700 | 0.2315 |
| 0.242 | 0.3920 | 800 | 0.2307 |
| 0.2286 | 0.4410 | 900 | 0.2303 |
| 0.2507 | 0.4900 | 1000 | 0.2292 |
| 0.2713 | 0.5390 | 1100 | 0.2284 |
| 0.2441 | 0.5880 | 1200 | 0.2277 |
| 0.2262 | 0.6370 | 1300 | 0.2266 |
| 0.1666 | 0.6860 | 1400 | 0.2256 |
| 0.3028 | 0.7350 | 1500 | 0.2250 |
| 0.1431 | 0.7840 | 1600 | 0.2243 |
| 0.2367 | 0.8330 | 1700 | 0.2237 |
| 0.2339 | 0.8820 | 1800 | 0.2230 |
| 0.1972 | 0.9310 | 1900 | 0.2227 |
| 0.2668 | 0.9800 | 2000 | 0.2221 |
| 0.2181 | 1.0290 | 2100 | 0.2238 |
| 0.1574 | 1.0780 | 2200 | 0.2245 |
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 Alphatao 33d93d73-bbeb-404d-84dd-ffdded5566fb on huggingface.co
8
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More Information About 33d93d73-bbeb-404d-84dd-ffdded5566fb huggingface.co Model
Url of 33d93d73-bbeb-404d-84dd-ffdded5566fb
33d93d73-bbeb-404d-84dd-ffdded5566fb huggingface.co Url
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Other API from Alphatao
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