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Lambent / CosMoEAlpacaLight-8x1b
Model's Last Updated: February 28 2024
Introduction of CosMoEAlpacaLight-8x1b
Model Details of CosMoEAlpacaLight-8x1b
See axolotl config
axolotl version:
0.4.0
base_model: Lambent/cosmoem-8x1B
model_type: AutoModelForCausalLM
tokenizer_type: LlamaTokenizer
trust_remote_code: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: vicgalle/alpaca-gpt4
type: alpaca
dataset_prepared_path: last_run_prepared
val_set_size: 0.0
output_dir: ./cosmoe-lora-out
unfrozen_parameters:
model_config:
output_router_logits: true
adapter: lora
lora_model_dir:
lora_r: 64
lora_alpha: 16
lora_dropout: 0.1
lora_target_linear: true
lora_fan_in_fan_out:
sequence_len: 2048
sample_packing: true
pad_to_sequence_len: true
lora_r: 64
lora_alpha: 16
lora_dropout: 0.1
lora_target_linear: true
lora_fan_in_fan_out:
wandb_project: CosMoEAlpacaLight-1b-v0.1
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 2
micro_batch_size: 1
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: deepspeed_configs/zero2.json
weight_decay: 0.0
fsdp:
fsdp_config:
special_tokens:
cosmoe-lora-out
This model is a fine-tuned version of Lambent/cosmoem-8x1B on the vicgalle/alpaca-gpt4 dataset.
Model description
Model broke somewhat in training.
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: 1
- eval_batch_size: 1
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 2
- total_train_batch_size: 2
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 10
- num_epochs: 1
Training results
Framework versions
- PEFT 0.8.2
- Transformers 4.39.0.dev0
- Pytorch 2.1.1+cu121
- Datasets 2.17.1
- Tokenizers 0.15.0
Runs of Lambent CosMoEAlpacaLight-8x1b on huggingface.co
8
Total runs
0
24-hour runs
0
3-day runs
-1
7-day runs
-1
30-day runs
More Information About CosMoEAlpacaLight-8x1b huggingface.co Model
Url of CosMoEAlpacaLight-8x1b
CosMoEAlpacaLight-8x1b huggingface.co Url
Provider of CosMoEAlpacaLight-8x1b huggingface.co
Other API from Lambent
Total runs:
164
Run Growth:
147
Growth Rate:
89.63%
Total runs:
136
Run Growth:
44
Growth Rate:
32.35%
Total runs:
123
Run Growth:
94
Growth Rate:
76.42%
Total runs:
107
Run Growth:
-31
Growth Rate:
-30.69%
Total runs:
84
Run Growth:
73
Growth Rate:
87.95%
Total runs:
70
Run Growth:
24
Growth Rate:
34.29%
Total runs:
69
Run Growth:
26
Growth Rate:
37.68%
Total runs:
51
Run Growth:
-8
Growth Rate:
-15.69%
Total runs:
48
Run Growth:
33
Growth Rate:
68.75%
Total runs:
39
Run Growth:
15
Growth Rate:
38.46%
Total runs:
39
Run Growth:
32
Growth Rate:
84.21%
Total runs:
37
Run Growth:
29
Growth Rate:
76.32%
Total runs:
37
Run Growth:
6
Growth Rate:
16.67%
Total runs:
31
Run Growth:
18
Growth Rate:
54.55%
Total runs:
30
Run Growth:
4
Growth Rate:
13.33%
Total runs:
28
Run Growth:
14
Growth Rate:
51.85%
Total runs:
26
Run Growth:
15
Growth Rate:
57.69%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
21
Run Growth:
13
Growth Rate:
59.09%
Total runs:
21
Run Growth:
13
Growth Rate:
61.90%
Total runs:
21
Run Growth:
14
Growth Rate:
70.00%
Total runs:
21
Run Growth:
13
Growth Rate:
61.90%
Total runs:
21
Run Growth:
10
Growth Rate:
50.00%
Total runs:
20
Run Growth:
8
Growth Rate:
40.00%
Total runs:
20
Run Growth:
9
Growth Rate:
39.13%
Total runs:
19
Run Growth:
3
Growth Rate:
17.65%
Total runs:
19
Run Growth:
8
Growth Rate:
44.44%
Total runs:
19
Run Growth:
8
Growth Rate:
42.11%
Total runs:
19
Run Growth:
9
Growth Rate:
47.37%
Total runs:
19
Run Growth:
15
Growth Rate:
83.33%
Total runs:
18
Run Growth:
-10
Growth Rate:
-55.56%
Total runs:
18
Run Growth:
5
Growth Rate:
27.78%
Total runs:
18
Run Growth:
6
Growth Rate:
33.33%
Total runs:
18
Run Growth:
9
Growth Rate:
50.00%
Total runs:
17
Run Growth:
9
Growth Rate:
52.94%
Total runs:
17
Run Growth:
11
Growth Rate:
68.75%
Total runs:
16
Run Growth:
8
Growth Rate:
50.00%
Total runs:
16
Run Growth:
11
Growth Rate:
64.71%
Total runs:
16
Run Growth:
-16
Growth Rate:
-114.29%
Total runs:
16
Run Growth:
4
Growth Rate:
25.00%
Total runs:
15
Run Growth:
6
Growth Rate:
40.00%
Total runs:
14
Run Growth:
14
Growth Rate:
93.33%
Total runs:
14
Run Growth:
0
Growth Rate:
0.00%
Total runs:
14
Run Growth:
10
Growth Rate:
76.92%
Total runs:
13
Run Growth:
4
Growth Rate:
23.53%
Total runs:
13
Run Growth:
9
Growth Rate:
75.00%
Total runs:
13
Run Growth:
11
Growth Rate:
78.57%
Total runs:
13
Run Growth:
3
Growth Rate:
23.08%
Total runs:
13
Run Growth:
7
Growth Rate:
58.33%
Total runs:
12
Run Growth:
7
Growth Rate:
58.33%
Total runs:
12
Run Growth:
5
Growth Rate:
41.67%
Total runs:
12
Run Growth:
9
Growth Rate:
75.00%
Total runs:
12
Run Growth:
6
Growth Rate:
50.00%
Total runs:
11
Run Growth:
7
Growth Rate:
63.64%
Total runs:
10
Run Growth:
0
Growth Rate:
0.00%
Total runs:
10
Run Growth:
3
Growth Rate:
30.00%
Total runs:
10
Run Growth:
9
Growth Rate:
90.00%
Total runs:
9
Run Growth:
5
Growth Rate:
55.56%
Total runs:
9
Run Growth:
0
Growth Rate:
0.00%
Total runs:
9
Run Growth:
3
Growth Rate:
33.33%
Total runs:
8
Run Growth:
4
Growth Rate:
50.00%
Total runs:
7
Run Growth:
5
Growth Rate:
71.43%
Total runs:
7
Run Growth:
1
Growth Rate:
14.29%
Total runs:
7
Run Growth:
1
Growth Rate:
14.29%