Model comparison

gemma-4-31B-itvsstarcoder

Decision Card metrics — latency, license, lineage overlap, benchmarks, and repo health from the live graph.

Decision metrics

Attributegemma-4-31B-itstarcoder
Licenseunknownunknown
ParametersModel size31B
Context window
Architectureimage-text-to-texttext-generation
Hardware class
Latency
$ / 1M tokens
Verified TTFT
Repo health (RIS)
Graph trust8888
LineageNo lineage linksNo lineage links
Graph score3.1K3K

Decision cards

gemma-4-31B-it
Licenseunknown
Parameters31B
Context
Architectureimage-text-to-text
Lifecycle
Base: google/gemma-4-31B
BenchmarksPending verified runs
Repo healthNo linked repo
EconomicsEconomics pending verified runs
starcoder
Licenseunknown
Parameters
Context
Architecturetext-generation
Lifecycle
BenchmarksPending verified runs
Repo healthNo linked repo
EconomicsEconomics pending verified runs

gemma-4-31B-it

Hugging Face model with 3112 likes. Tags: transformers, safetensors, gemma4, image-text-to-text, conversational, base_model:google/gemma-4-31B, base_model:finetune:google/gemma-4-31B, license:apache-2.0, eval-results, endpoints_compatible

starcoder

Hugging Face model with 2965 likes. Tags: transformers, pytorch, safetensors, gpt_bigcode, text-generation, code, dataset:bigcode/the-stack-dedup, arxiv:1911.02150, arxiv:2205.14135, arxiv:2207.14255