This model is a 1B llama3 model pretrained from scratch with torchtitan on fineweb-edu with C_AdamW optimizer. 20B tokens seen.
import torch
from transformers import pipeline
pipe = pipeline(
"text-generation",
model="kz919/llama3_1b_cautious_chinchilla_8232025",
)
print(pipe("The key to life is"))
lm_eval --model hf --model_args pretrained=kz919/llama3_1b_cautious_chinchilla_8232025,dtype="bfloat16",add_bos_token=True --tasks lambada_openai,hellaswag,piqa,arc_easy,arc_challenge,openbookqa --device cuda:7 --batch_size 8
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| arc_challenge | 1 | none | 0 | acc | ↑ | 0.2688 | ± | 0.0130 |
| none | 0 | acc_norm | ↑ | 0.2978 | ± | 0.0134 | ||
| arc_easy | 1 | none | 0 | acc | ↑ | 0.6090 | ± | 0.0100 |
| none | 0 | acc_norm | ↑ | 0.5362 | ± | 0.0102 | ||
| hellaswag | 1 | none | 0 | acc | ↑ | 0.3473 | ± | 0.0048 |
| none | 0 | acc_norm | ↑ | 0.4193 | ± | 0.0049 | ||
| lambada_openai | 1 | none | 0 | acc | ↑ | 0.3229 | ± | 0.0065 |
| none | 0 | perplexity | ↓ | 42.2319 | ± | 1.7220 | ||
| openbookqa | 1 | none | 0 | acc | ↑ | 0.2360 | ± | 0.0190 |
| none | 0 | acc_norm | ↑ | 0.3380 | ± | 0.0212 | ||
| piqa | 1 | none | 0 | acc | ↑ | 0.6779 | ± | 0.0109 |
| none | 0 | acc_norm | ↑ | 0.6768 | ± | 0.0109 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.2535 | ± | 0.0037 | |
| - humanities | 2 | none | acc | ↑ | 0.2578 | ± | 0.0064 | |
| - other | 2 | none | acc | ↑ | 0.2446 | ± | 0.0077 | |
| - social sciences | 2 | none | acc | ↑ | 0.2610 | ± | 0.0079 | |
| - stem | 2 | none | acc | ↑ | 0.2487 | ± | 0.0077 |
This model is a 1B llama3 model pretrained from scratch with torchtitan on fineweb-edu with C_AdamW optimizer. 20B tokens seen.
import torch
from transformers import pipeline
pipe = pipeline(
"text-generation",
model="kz919/llama3_1b_cautious_chinchilla_8232025",
)
print(pipe("The key to life is"))
lm_eval --model hf --model_args pretrained=kz919/llama3_1b_cautious_chinchilla_8232025,dtype="bfloat16",add_bos_token=True --tasks lambada_openai,hellaswag,piqa,arc_easy,arc_challenge,openbookqa --device cuda:7 --batch_size 8
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| arc_challenge | 1 | none | 0 | acc | ↑ | 0.2688 | ± | 0.0130 |
| none | 0 | acc_norm | ↑ | 0.2978 | ± | 0.0134 | ||
| arc_easy | 1 | none | 0 | acc | ↑ | 0.6090 | ± | 0.0100 |
| none | 0 | acc_norm | ↑ | 0.5362 | ± | 0.0102 | ||
| hellaswag | 1 | none | 0 | acc | ↑ | 0.3473 | ± | 0.0048 |
| none | 0 | acc_norm | ↑ | 0.4193 | ± | 0.0049 | ||
| lambada_openai | 1 | none | 0 | acc | ↑ | 0.3229 | ± | 0.0065 |
| none | 0 | perplexity | ↓ | 42.2319 | ± | 1.7220 | ||
| openbookqa | 1 | none | 0 | acc | ↑ | 0.2360 | ± | 0.0190 |
| none | 0 | acc_norm | ↑ | 0.3380 | ± | 0.0212 | ||
| piqa | 1 | none | 0 | acc | ↑ | 0.6779 | ± | 0.0109 |
| none | 0 | acc_norm | ↑ | 0.6768 | ± | 0.0109 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.2535 | ± | 0.0037 | |
| - humanities | 2 | none | acc | ↑ | 0.2578 | ± | 0.0064 | |
| - other | 2 | none | acc | ↑ | 0.2446 | ± | 0.0077 | |
| - social sciences | 2 | none | acc | ↑ | 0.2610 | ± | 0.0079 | |
| - stem | 2 | none | acc | ↑ | 0.2487 | ± | 0.0077 |