farbodtavakkoli / text-generation updated 1 week ago

OTel-2.0-LLM-31B-IT

> Versioning notice: This card describes the current OTel 2.0 OSFT checkpoint. The model weights may be updated over time. For reproducible evaluation or production deployment, pin a specific model revision, checkpoint hash, or release tag rather than relying on the floating latest version.

Params
31.3 B
Context
262,144
Downloads 30d
6.9 M
Likes
20
Commercial use: allowed apache-2.0 Not gated SAFETENSORS 1 languages View on Hugging Face ↗

Download history

daily snapshots · 52 days
▲ 657 K in the last 30 days (10.5%)
7.6 M1.8 M
Jul 31Aug 17Sep 3Sep 20

Can you run it?

Estimated VRAM at 8K context unless noted. Pick your hardware to see the verdict per quantization.

FileQuantSizeEst. VRAMVerdict on RTX 4090 · 24 GB
model.safetensors bf16 126.8 GB 144.6 GB ❌ Won’t fit
model.safetensors (bf16, full) bf16 + 256K ctx 126.8 GB 290.0 GB ❌ Won’t fit
Estimate: file size × 1.1 + KV cache at 8K + 0.5 GB overhead. Not a benchmark — how we calculate this.

Run it

copy-paste, exact tags checked against the Hub
~ · curl · api/v1
$ curl -s https://aimodelscomparison.com/api/v1/models/otel-2-0-llm-31b-it
{
  "hf_id": "farbodtavakkoli/OTel-2.0-LLM-31B-IT",
  "params_b": 31.27,
  "context_length": 262144,
  "license": { "id": "apache-2.0", "commercial": "yes" },
  "downloads_30d": 6916354,
  "vram_estimates": [
    { "quant": "bf16", "gb": 144.6 }
  ],
  "updated_at": "2026-09-09T01:00:06Z"
}
est. VRAM —on RTX 4090 · 24 GBJSON API →

Specifications

Architecture
Gemma4ForConditionalGeneration
Parameters
31.3 B
Tensor type
BF16
Context length
262,144
Licence
apache-2.0
First seen on the Hub
2026-07-23
Base model
gemma-4-31B-it
Training datasets
undisclosed
Added to our catalog
2026-07-31

Family

Base model and the most-downloaded derivatives in the catalog.

Compare with any text-generation model