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Datasets:
vnmoorthy
/
pavo-bench

Tasks:
Automatic Speech Recognition
Text Generation
Text-to-Speech
Modalities:
Document
Languages:
English
Size:
10K<n<100K
Tags:
pavo
benchmark
asr
llm
tts
pipeline-routing
License:
Dataset card Data Studio Files
xet
 Community
vnmoorthy commited on
Commit
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1 Parent(s): 97272da

Upload results/component_ablation_results.json with huggingface_hub

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  1. results/component_ablation_results.json +201 -0
results/component_ablation_results.json ADDED
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+ {
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+ "PAVO-Full": {
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+ "latency_ms": {
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+ "mean": 2276.96,
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+ "std": 27.68
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+ },
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+ "quality": {
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+ "mean": 0.827,
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+ "std": 0.0011
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+ },
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+ "cost_usd": {
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+ "mean": 0.01867,
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+ "std": 8.3e-05
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+ },
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+ "energy_mj": {
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+ "mean": 27.59,
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+ "std": 1.91
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "PAVO-NoCoupling": {
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+ "latency_ms": {
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+ "mean": 1316.8,
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+ "std": 7.08
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+ },
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+ "quality": {
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+ "mean": 0.7329,
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+ "std": 0.0018
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+ },
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+ "cost_usd": {
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+ "mean": 0.011581,
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+ "std": 0.000157
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+ },
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+ "energy_mj": {
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+ "mean": 62.04,
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+ "std": 0.89
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+ },
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+ "coupling_violations": {
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+ "mean": 494.6,
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+ "per_1000": 494.6
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "PAVO-NoAdaptive": {
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+ "latency_ms": {
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+ "mean": 2331.92,
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+ "std": 27.42
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+ },
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+ "quality": {
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+ "mean": 0.8313,
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+ "std": 0.0007
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+ },
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+ "cost_usd": {
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+ "mean": 0.018924,
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+ "std": 2.9e-05
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+ },
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+ "energy_mj": {
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+ "mean": 21.75,
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+ "std": 0.66
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "PAVO-NoRouting (Cheapest)": {
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+ "latency_ms": {
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+ "mean": 1444.92,
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+ "std": 12.16
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+ },
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+ "quality": {
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+ "mean": 0.7144,
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+ "std": 0.0003
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+ },
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+ "cost_usd": {
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+ "mean": 0.0,
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+ "std": 0.0
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+ },
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+ "energy_mj": {
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+ "mean": 455.0,
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+ "std": 0.0
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "PAVO-NoCost (MaxQuality)": {
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+ "latency_ms": {
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+ "mean": 2630.7,
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+ "std": 23.63
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+ },
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+ "quality": {
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+ "mean": 0.8921,
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+ "std": 0.0001
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+ },
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+ "cost_usd": {
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+ "mean": 0.024,
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+ "std": 0.0
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+ },
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+ "energy_mj": {
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+ "mean": 165.0,
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+ "std": 0.0
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "Always-Cloud": {
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+ "latency_ms": {
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+ "mean": 2670.7,
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+ "std": 23.63
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+ },
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+ "quality": {
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+ "mean": 0.8746,
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+ "std": 0.0002
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+ },
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+ "cost_usd": {
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+ "mean": 0.025,
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+ "std": 0.0
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+ },
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+ "energy_mj": {
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+ "mean": 185.0,
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+ "std": 0.0
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 0.0
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+ },
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+ "Always-OnDevice": {
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+ "latency_ms": {
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+ "mean": 1400.26,
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+ "std": 11.39
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+ },
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+ "quality": {
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+ "mean": 0.6276,
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+ "std": 0.0
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+ },
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+ "cost_usd": {
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+ "mean": 0.005,
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+ "std": 0.0
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+ },
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+ "energy_mj": {
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+ "mean": 365.0,
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+ "std": 0.0
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+ },
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+ "coupling_violations": {
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+ "mean": 0.0,
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+ "per_1000": 0.0
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+ },
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+ "infeasible_pct": 47.9
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+ },
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+ "impact_analysis": {
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+ "PAVO-NoCoupling": {
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+ "latency_change_pct": -42.17,
166
+ "quality_change_pct": -11.38,
167
+ "cost_change_pct": -37.97,
168
+ "coupling_violations_delta": 494.6
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+ },
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+ "PAVO-NoAdaptive": {
171
+ "latency_change_pct": 2.41,
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+ "quality_change_pct": 0.52,
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+ "cost_change_pct": 1.36,
174
+ "coupling_violations_delta": 0.0
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+ },
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+ "PAVO-NoRouting (Cheapest)": {
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+ "latency_change_pct": -36.54,
178
+ "quality_change_pct": -13.62,
179
+ "cost_change_pct": -100.0,
180
+ "coupling_violations_delta": 0.0
181
+ },
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+ "PAVO-NoCost (MaxQuality)": {
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+ "latency_change_pct": 15.54,
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+ "quality_change_pct": 7.87,
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+ "cost_change_pct": 28.55,
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+ "coupling_violations_delta": 0.0
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+ },
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+ "Always-Cloud": {
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+ "latency_change_pct": 17.29,
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+ "quality_change_pct": 5.76,
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+ "cost_change_pct": 33.9,
192
+ "coupling_violations_delta": 0.0
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+ },
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+ "Always-OnDevice": {
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+ "latency_change_pct": -38.5,
196
+ "quality_change_pct": -24.11,
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+ "cost_change_pct": -73.22,
198
+ "coupling_violations_delta": 0.0
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+ }
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+ }
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+ }