kz919/llama3_1b_cautious_chinchilla_8142025

Model

Model Details

1

12 commits

1 linked in READMEs

updated Aug 22, 2025

See the code

README

Model Details

This model is a 1B llama3 model pretrained from scratch with torchtitan on fineweb-edu with C_AdamW optimizer. 20x chinchilla rule for 20B tokens seen.

How to use

import torch
from transformers import pipeline


pipe = pipeline(
    "text-generation",
    model="kz919/llama3_1b_cautious_chinchilla_8132025",
)

print(pipe("The key to life is"))

Downstream Eval

ARC, Hellaswag, Lambda_OpenAI, OpenbookQA, PIQA

lm_eval --model hf --model_args pretrained=kz919/llama3_1b_cautious_chinchilla_8142025,dtype="bfloat16",add_bos_token=True --tasks lambada_openai,hellaswag,piqa,arc_easy,arc_challenge,openbookqa --device cuda:7 --batch_size 8
TasksVersionFiltern-shotMetricValueStderr
arc_challenge1none0acc↑0.2730±0.0130
none0acc_norm↑0.2765±0.0131
arc_easy1none0acc↑0.5960±0.0101
none0acc_norm↑0.5290±0.0102
hellaswag1none0acc↑0.3442±0.0047
none0acc_norm↑0.4122±0.0049
lambada_openai1none0acc↑0.3264±0.0065
none0perplexity↓39.7510±1.6063
openbookqa1none0acc↑0.2200±0.0185
none0acc_norm↑0.3300±0.0210
piqa1none0acc↑0.6872±0.0108
none0acc_norm↑0.6850±0.0108

MMLU

GroupsVersionFiltern-shotMetricValueStderr
mmlu2noneacc↑0.2536±0.0037
- humanities2noneacc↑0.2667±0.0064
- other2noneacc↑0.2475±0.0077
- social sciences2noneacc↑0.2337±0.0076
- stem2noneacc↑0.2594±0.0078
endpoints_compatible
llama
safetensors
text-generation
text-generation-inference
transformers

kz919/llama3_1b_cautious_chinchilla_8142025

Model

Model Details

1

12 commits

1 linked in READMEs

updated Aug 22, 2025

See the code

README

Model Details

This model is a 1B llama3 model pretrained from scratch with torchtitan on fineweb-edu with C_AdamW optimizer. 20x chinchilla rule for 20B tokens seen.

How to use

import torch
from transformers import pipeline


pipe = pipeline(
    "text-generation",
    model="kz919/llama3_1b_cautious_chinchilla_8132025",
)

print(pipe("The key to life is"))

Downstream Eval

ARC, Hellaswag, Lambda_OpenAI, OpenbookQA, PIQA

lm_eval --model hf --model_args pretrained=kz919/llama3_1b_cautious_chinchilla_8142025,dtype="bfloat16",add_bos_token=True --tasks lambada_openai,hellaswag,piqa,arc_easy,arc_challenge,openbookqa --device cuda:7 --batch_size 8
TasksVersionFiltern-shotMetricValueStderr
arc_challenge1none0acc↑0.2730±0.0130
none0acc_norm↑0.2765±0.0131
arc_easy1none0acc↑0.5960±0.0101
none0acc_norm↑0.5290±0.0102
hellaswag1none0acc↑0.3442±0.0047
none0acc_norm↑0.4122±0.0049
lambada_openai1none0acc↑0.3264±0.0065
none0perplexity↓39.7510±1.6063
openbookqa1none0acc↑0.2200±0.0185
none0acc_norm↑0.3300±0.0210
piqa1none0acc↑0.6872±0.0108
none0acc_norm↑0.6850±0.0108

MMLU

GroupsVersionFiltern-shotMetricValueStderr
mmlu2noneacc↑0.2536±0.0037
- humanities2noneacc↑0.2667±0.0064
- other2noneacc↑0.2475±0.0077
- social sciences2noneacc↑0.2337±0.0076
- stem2noneacc↑0.2594±0.0078
endpoints_compatible
llama
safetensors
text-generation
text-generation-inference
transformers