Model Profile

Qwen3-30B-A3B

Name: Qwen3-30B-A3B
Author: Qwen

4,096 ctxOpen weights

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/Qwen3-30B-A3B

Author: Qwen

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 16.4%

Evidence points: 67

Raw rows: 36

Weighted rows: 10

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 1,107,431

Some fit rows have limited benchmark evidence.

11 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

Weighted Measurements

Weighted Sources

Raw Source Coverage

duckdb_nsql_leaderboard 12languagebench 10languagebench_grammar_clarity_official 4languagebench_translation_official 4arena_hard_auto_v2 3openrouter_models 3

Weighted Source Coverage

languagebench 3languagebench_translation_official 3duckdb_nsql_leaderboard 2arena_hard_auto_v2 1languagebench_grammar_clarity_official 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	12.6%	20.5%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
SQL debugging use_case.data.sql_debugging	data_analytics	11.1%	18.9%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Data quality assistant use_case.data.data_quality_assistant	data_analytics	9.9%	17.0%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Text-to-SQL analyst assistant use_case.data.text_to_sql	data_analytics	9.1%	15.3%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Executive brief from metrics use_case.data.exec_brief_from_metrics	data_analytics	8.9%	15.3%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Insight mining from text corpora use_case.data.insight_mining	data_analytics	8.7%	14.5%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Historical document summarization use_case.history.historical_doc_summarization	history_linguistics	2.7%	21.2%	7	DuckDB NSQL Leaderboard: all_execution_accuracy
Tail spend categorization use_case.proc.tail_spend_categorization	supply_chain	2.4%	11.0%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Archaic and historical translation use_case.history.archaic_translation	history_linguistics	2.0%	27.5%	8	DuckDB NSQL Leaderboard: all_execution_accuracy
Text tagging and routing use_case.business.text_tagging	business_productivity	1.8%	10.3%	5	DuckDB NSQL Leaderboard: all_execution_accuracy
Grading and feedback assistant use_case.edu.grading_feedback_assist	education	1.7%	12.6%	6	DuckDB NSQL Leaderboard: all_execution_accuracy
Exercise generator use_case.edu.exercise_generator	education	1.7%	12.3%	6	DuckDB NSQL Leaderboard: all_execution_accuracy

Deployment Fit Calculator

Model

Qwen3-30B-A3B

Qwen/Qwen3-30B-A3B

Hardware

Quantization: 4-bit

2-bit8-bit

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