Model Profile
Meta-Llama-3.1-8B
Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.
Identity
ID: pefontana/Meta-Llama-3.1-8B
Author: pefontana
Origin: huggingface_catalog
Arch: unknown
Benchmark Coverage
Scored use cases: 6
Avg confidence: 15.1%
Evidence points: 12
Raw rows: 19
Weighted rows: 3
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 34
Some fit rows have limited benchmark evidence.
6 of 6 scored use cases have low confidence or thin contributor coverage.
Coverage Diagnostics
actively scoredUse-Case Scores
6
Total Measurements
19
Weighted Measurements
3
Weighted Sources
2
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Metric definition workshop use_case.data.metric_definition_workshop | 9.1% |
| SQL debugging use_case.data.sql_debugging | 8.5% |
| Data quality assistant use_case.data.data_quality_assistant | 7.0% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 6.9% |
| Executive brief from metrics use_case.data.exec_brief_from_metrics | 6.3% |
| Insight mining from text corpora use_case.data.insight_mining | 6.1% |
Deployment Fit Calculator
Model
Meta-Llama-3.1-8B
pefontana/Meta-Llama-3.1-8B
Insufficient
Unknown parameter count. Cannot estimate deployment fit.
Required VRAM
~0.0GB
Est. Throughput
0.00 tok/s
Deployment Fit Matrix
| GPU | 4-bit | 6-bit | 8-bit |
|---|---|---|---|
| RTX 3060 12GB | Insufficient | Insufficient | Insufficient |
| RTX 3090 24GB | Insufficient | Insufficient | Insufficient |
| RTX 4090 24GB | Insufficient | Insufficient | Insufficient |
| Mac Studio M2 Ultra 192GB | Insufficient | Insufficient | Insufficient |