Model Profile
Qwen2.5-Coder-7B
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: Qwen/Qwen2.5-Coder-7B
Author: Qwen
Origin: huggingface_catalog
Arch: unknown
Benchmark Coverage
Scored use cases: 6
Avg confidence: 15.1%
Evidence points: 12
Raw rows: 12
Weighted rows: 2
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 235,488
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
12
Weighted Measurements
2
Weighted Sources
1
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Metric definition workshop use_case.data.metric_definition_workshop | 12.5% |
| SQL debugging use_case.data.sql_debugging | 11.0% |
| Data quality assistant use_case.data.data_quality_assistant | 9.7% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 9.0% |
| Executive brief from metrics use_case.data.exec_brief_from_metrics | 8.7% |
| Insight mining from text corpora use_case.data.insight_mining | 8.5% |
Deployment Fit Calculator
Model
Qwen2.5-Coder-7B
Qwen/Qwen2.5-Coder-7B
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 |