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hv-intent
hv-intent-router
hyperdimensional-computing
vector-symbolic-architecture
intent-classification
tiny-models
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zeechimp commited on
Commit
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1 Parent(s): a70f69e

Update config.json

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Files changed (1) hide show
  1. config.json +41 -87
config.json CHANGED
@@ -1,88 +1,42 @@
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- {
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- "model_type": "hv-intent-router",
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- "architecture": "evolved-hypervector",
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- "dimension": 4096,
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- "vocabulary_size": 25,
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- "num_intents": 5,
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- "intent_labels": [
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- "greeting",
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- "math",
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- "reminder",
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- "time",
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- "weather"
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- ],
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- "vocabulary": " abcdefghiklmnopqrstuvwxy",
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- "encoding": "sum-bundle",
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- "bundling": "majority-vote",
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- "similarity": "hamming",
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- "num_parameters": 122880,
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- "num_parameters_human": "122.9K",
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- "model_size_bytes": 512,
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- "codebook_size_bytes": 15360,
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- "total_size_bytes": 20770,
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- "training": {
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- "method": "multi-seed-genetic-algorithm",
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- "population_size": 12,
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- "generations": 50,
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- "elite_count": 3,
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- "mutation_rate": 0.005,
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- "crossover_rate": 0.5,
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- "selection": "tournament-2",
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- "n_seeds": 8,
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- "seed_base": 1,
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- "seed_step": 7919,
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- "seed_data": 42
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- },
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- "metrics": {
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- "test_accuracy": 0.8666666666666667,
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- "test_accuracy_mean": 0.8,
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- "test_accuracy_std": 0.0666666666666667,
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- "test_accuracy_min": 0.6666666666666666,
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- "test_accuracy_max": 0.8666666666666667,
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- "random_baseline": 0.4866666666666667,
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- "total_training_time_seconds": 51.68686140002683
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- },
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- "seed_results": [
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- {
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- "seed": 1,
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- "accuracy": 0.7333333333333333,
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- "time": 6.407632700051181
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- },
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- {
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- "seed": 7920,
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- "accuracy": 0.8,
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- "time": 6.532685699989088
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- },
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- {
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- "seed": 15839,
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- "accuracy": 0.8666666666666667,
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- "time": 6.469860999961384
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- },
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- {
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- "seed": 23758,
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- "accuracy": 0.8666666666666667,
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- "time": 6.468276700004935
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- },
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- {
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- "seed": 31677,
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- "accuracy": 0.6666666666666666,
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- "time": 6.531904199975543
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- },
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- {
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- "seed": 39596,
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- "accuracy": 0.8,
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- "time": 6.418963199947029
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- },
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- {
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- "seed": 47515,
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- "accuracy": 0.8,
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- "time": 6.4286105000646785
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- },
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- {
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- "seed": 55434,
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- "accuracy": 0.8666666666666667,
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- "time": 6.427275199908763
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- }
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- ],
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- "weights_file": "codebooks.npz"
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  }
 
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+ {
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+ "model_type": "hv-intent-router",
3
+ "architecture": "evolved-hypervector",
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+ "dimension": 2048,
5
+ "vocabulary_size": 25,
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+ "num_intents": 5,
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+ "intent_labels": [
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+ "greeting",
9
+ "math",
10
+ "reminder",
11
+ "time",
12
+ "weather"
13
+ ],
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+ "vocabulary": "abcdefghijklmnopqrstuvwxyz",
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+ "encoding": "sum-bundle",
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+ "bundling": "majority-vote",
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+ "similarity": "hamming",
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+ "num_parameters": 61440,
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+ "num_parameters_human": "61.4K",
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+ "model_size_bytes": 256,
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+ "codebook_size_bytes": 7680,
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+ "total_size_bytes": 10384,
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+ "training": {
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+ "method": "single-shot-genetic-algorithm",
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+ "population_size": 12,
26
+ "generations": 20,
27
+ "elite_count": 2,
28
+ "mutation_rate": 0.006,
29
+ "crossover_rate": 0.5,
30
+ "selection": "tournament-2",
31
+ "seed": 1
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+ },
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+ "metrics": {
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+ "test_accuracy": 0.8666666666666667,
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+ "test_set_size": 15,
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+ "random_baseline": 0.4866666666666667,
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+ "training_time_seconds": 1.3,
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+ "sweep_configs_tested": 24,
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+ "sweep_total_time_seconds": 73.1
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+ },
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+ "weights_file": "codebooks.npz"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }