Open-weight model
probe-rope-067761fe-llama3-202609181346
by Firza Hadzami firzahdzm/probe-rope-067761fe-llama3-202609181346
Runs On
What it takes to serve probe-rope-067761fe-llama3-202609181346 (1.2B parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.
| Precision | Weights | Memory needed | Cheapest setup | Per hour | Also fits |
|---|---|---|---|---|---|
| 16-bit | 2.5 GB | 3.0 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 1.2 GB | 1.5 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 0.6 GB | 0.7 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Sep 18, 2026.
Model Card
The publisher has not written a card for this model.
Configuration
- Architecture
- LlamaForCausalLM
- Context length (tokens)
- 131,072
- Layers
- 16
- Hidden size
- 2,048
- Feed-forward size
- 8,192
- Attention heads
- 32
- Key/value heads
- 8
- Head dimension
- 64
- Vocabulary size
- 128,256
- RoPE base
- 500000
- Model type
- llama
Identity and Version
- Repository
- firzahdzm/probe-rope-067761fe-llama3-202609181346
- Publisher
- Firza Hadzami
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 1.2B parameters
- Languages
- Not stated by the source
- Revision
- 0c5dc9e49dcc1b5a70b10190d7cf425b732a83a9
- First published
- 2026-09-18
- Last updated
- 2026-09-18
Files and Weights
8 files, 2.5 GB in total. The weights are 1 file totalling 2.5 GB in safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model.safetensors | Weights | 2.5 GB | 7a530e4777ae |
| config.json | Configuration | 938 B | — |
| generation_config.json | Configuration | 234 B | — |
| special_tokens_map.json | Configuration | 454 B | — |
| loss.txt | Other | 21 B | — |
| .gitattributes | Repository | 1.6 KB | — |
| tokenizer.json | Tokenizer | 17.2 MB | 6b9e4e7fb171 |
| tokenizer_config.json | Tokenizer | 54.7 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 2.5 GB
Released by Firza Hadzami through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 2.5 GB |
| 16-bit | 2.5 GB |
| 8-bit | 1.2 GB |
| 4-bit | 0.6 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About probe-rope-067761fe-llama3-202609181346
How much GPU memory does probe-rope-067761fe-llama3-202609181346 need?
About 3 GB at 16-bit and 0.7 GB at 4-bit: the weights (1.2B parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run probe-rope-067761fe-llama3-202609181346 on?
At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
What is probe-rope-067761fe-llama3-202609181346's context length?
131,072 tokens, from the maximum position embeddings in its published configuration.