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phi_quantized_encode

Function phi_quantized_encode 

Source
pub fn phi_quantized_encode(w: f64, n: usize, step: f64) -> f64
Expand description

Encode with quantization: round(approx / step) * step

Examples found in repository?
examples/quantized_demo.rs (line 40)
29fn main() {
30    let (n, step) = parse_args();
31    let values = [-1000.0, -100.0, -1.0, 0.0, 1.0, 42.0, 123.456, 999.99];
32
33    println!("Quantized φ-memory demo (N = {}, step = {})\n", n, step);
34    println!(
35        "{:<10} {:>12} {:>12} {:>12}",
36        "w", "quantized", "recovered", "error"
37    );
38
39    for &w in &values {
40        let q = phi_quantized_encode(w, n, step);
41        let recon = phi_quantized_decode(q, n);
42        let err = (w - recon).abs();
43
44        println!(
45            "{:<10.3} {:>12.6} {:>12.6} {:>12.3e}",
46            w, q, recon, err
47        );
48    }
49}
More examples
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examples/save_load_demo.rs (line 18)
9fn main() {
10    let values = [-1000.0, -1.0, 0.0, 1.0, 42.0, 123.456, 999.99];
11    let n = 10;
12    let step = 0.01;
13    let path = Path::new("phi_memory.bin");
14
15    // Encode & quantize
16    let encoded: Vec<f64> = values
17        .iter()
18        .map(|&w| phi_quantized_encode(w, n, step))
19        .collect();
20
21    // Save to disk
22    save_quantized(&encoded, &path).expect("save failed");
23    println!("Saved {} entries to {:?}", encoded.len(), path);
24
25    // Load from disk
26    let loaded = load_quantized(&path).expect("load failed");
27    println!("Loaded {} entries from disk\n", loaded.len());
28
29    println!(
30        "{:<10} {:>12} {:>12} {:>12}",
31        "original", "quantized", "recovered", "error"
32    );
33
34    for ((&w, &q), r) in values.iter().zip(loaded.iter()).zip(loaded.iter().map(|&q| hybrid_phi_inverse(q, n))) {
35        let err = (w - r).abs();
36        println!(
37            "{:<10.3} {:>12.6} {:>12.6} {:>12.3e}",
38            w, q, r, err
39        );
40    }
41
42    // Optionally: remove file after demo
43    let _ = std::fs::remove_file(path);
44}
examples/fs_demo.rs (line 19)
11fn main() {
12    let n = 10;
13    let step = 0.01;
14    let values = [1.0, 2.0, 3.14, 42.0];
15    let name = "phi_shape";
16    let store = PhiMemoryStore::new(".phi_store");
17
18    // Encode and store
19    let encoded: Vec<f64> = values.iter().map(|&w| phi_quantized_encode(w, n, step)).collect();
20    store.save(name, &encoded).expect("failed to save");
21
22    // Save metadata
23    let metadata_path = Path::new(".phi_store").join(format!("{}.meta.txt", name));
24    let mut meta_file = File::create(&metadata_path).expect("failed to create metadata");
25    writeln!(meta_file, "n={}", n).unwrap();
26    writeln!(meta_file, "step={:.5}", step).unwrap();
27    writeln!(meta_file, "length={}", encoded.len()).unwrap();
28    writeln!(meta_file, "saved_at={:?}", chrono::Utc::now()).unwrap();
29
30    // List contents
31    let entries = store.list().expect("failed to list");
32    println!("Stored φ-entries:");
33    for entry in entries {
34        println!("- {}", entry);
35    }
36
37    // Load and decode
38    let loaded = store.load(name).expect("failed to load");
39    println!("\nDecoded values from '{}':", name);
40    for (i, &q) in loaded.iter().enumerate() {
41        let r = hybrid_phi_inverse(q, n);
42        println!("  index {}: quant = {:.6}, recon = {:.6}", i, q, r);
43    }
44
45    // Optional cleanup
46    let _ = fs::remove_dir_all(".phi_store");
47}
examples/router_demo.rs (line 43)
28fn main() {
29    let n = 10;
30    let (step, threshold, verbose) = parse_args();
31    let store = PhiMemoryStore::new(".phi_store");
32
33    // Define and encode reference signals
34    let patterns = vec![
35        ("calm", vec![0.1, 0.1, 0.1, 0.1]),
36        ("ramp", vec![0.1, 0.2, 0.3, 0.4]),
37        ("burst", vec![1.0, 2.0, 3.0, 4.0]),
38    ];
39
40    for (name, signal) in &patterns {
41        let encoded: Vec<f64> = signal
42            .iter()
43            .map(|&x| phi_quantized_encode(x, n, step))
44            .collect();
45        store.save(name, &encoded).expect("save failed");
46    }
47
48    // Simulate input (similar to "burst")
49    let input_signal = vec![0.95, 2.05, 3.1, 3.95];
50    let encoded_input: Vec<f64> = input_signal
51        .iter()
52        .map(|&x| phi_quantized_encode(x, n, step))
53        .collect();
54
55    if verbose {
56        println!("\nSimilarity to each pattern:");
57        let names = store.list().expect("failed to list");
58        for name in names {
59            if let Ok(entry) = store.load(&name) {
60                let score = phi_similarity(&encoded_input, &entry);
61                println!("- {}: {:.3}%", name, score * 100.0);
62            }
63        }
64    }
65
66    // Route input
67    match phi_route(&encoded_input, &store, threshold) {
68        Some((name, score)) => {
69            println!("\nInput routed to '{}', similarity = {:.3}%", name, score * 100.0);
70        }
71        None => println!("\nNo matching route found (threshold = {:.2})", threshold),
72    }
73
74    // Optional cleanup
75    let _ = std::fs::remove_dir_all(".phi_store");
76}
examples/phi_app.rs (line 40)
22fn main() {
23    let args: Vec<String> = env::args().collect();
24    if args.len() < 2 {
25        eprintln!("Usage:\n  encode <name>\n  route --input=... [--threshold=0.9] [--verbose]\n  list\n  delete <name>\n  describe <name>\n  export <name> --to=file.json\n  import <name> --from=file.json");
26        return;
27    }
28
29    let mode = &args[1];
30    let store = PhiMemoryStore::new(".phi_store");
31    let n = 10;
32    let step = 0.01;
33
34    if mode == "encode" && args.len() >= 3 {
35        let name = &args[2];
36        println!("Encoding input signal for '{}'. Enter comma-separated values:", name);
37        let mut buf = String::new();
38        std::io::stdin().read_line(&mut buf).unwrap();
39        let signal = parse_input_vec(&buf);
40        let encoded: Vec<f64> = signal.iter().map(|&x| phi_quantized_encode(x, n, step)).collect();
41        store.save(name, &encoded).expect("failed to save");
42        let meta = PhiMetadata {
43            n,
44            step,
45            length: encoded.len(),
46            saved_at: chrono::Utc::now(),
47        };
48        meta.save(name, ".phi_store").expect("failed to save metadata");
49        println!("Saved {} values to '{}'.", encoded.len(), name);
50        return;
51    }
52
53    if mode == "route" {
54        let mut input: Option<Vec<f64>> = None;
55        let mut threshold = 0.8;
56        let mut verbose = false;
57
58        for arg in &args[2..] {
59            if let Some(v) = arg.strip_prefix("--input=") {
60                input = Some(parse_input_vec(v));
61            }
62            if let Some(v) = arg.strip_prefix("--threshold=") {
63                threshold = v.parse().unwrap_or(threshold);
64            }
65            if arg == "--verbose" {
66                verbose = true;
67            }
68        }
69
70        let input = input.expect("Missing --input argument");
71        let encoded_input: Vec<f64> = input.iter().map(|&x| phi_quantized_encode(x, n, step)).collect();
72
73        if verbose {
74            println!("Similarity to each stored φ-memory:");
75            for name in store.list().unwrap_or_default() {
76                if let Ok(entry) = store.load(&name) {
77                    let score = phi_similarity(&encoded_input, &entry);
78                    println!("- {}: {:.3}%", name, score * 100.0);
79                }
80            }
81        }
82
83        match phi_route(&encoded_input, &store, threshold) {
84            Some((name, score)) => println!("\nInput routed to '{}', score = {:.3}%", name, score * 100.0),
85            None => println!("\nNo route found (threshold = {:.2})", threshold),
86        }
87        return;
88    }
89
90    if mode == "list" {
91        let entries = store.list().unwrap_or_default();
92        println!("Stored φ-memories:");
93        for name in entries {
94            println!("- {}", name);
95        }
96        return;
97    }
98
99    if mode == "delete" && args.len() >= 3 {
100        let name = &args[2];
101        let _ = fs::remove_file(format!(".phi_store/{}.bin", name));
102        let _ = fs::remove_file(format!(".phi_store/{}.meta.txt", name));
103        println!("Deleted memory '{}'.", name);
104        return;
105    }
106
107    if mode == "describe" && args.len() >= 3 {
108        let name = &args[2];
109        match PhiMetadata::load(name, ".phi_store") {
110            Ok(meta) => {
111                println!("φ-memory '{}':", name);
112                println!("  length   = {}", meta.length);
113                println!("  n        = {}", meta.n);
114                println!("  step     = {:.5}", meta.step);
115                println!("  saved_at = {}", meta.saved_at);
116            }
117            Err(err) => {
118                println!("Failed to load metadata: {}", err);
119            }
120        }
121        return;
122    }
123
124    if mode == "export" && args.len() >= 4 {
125        let name = &args[2];
126        let mut out_path = None;
127        for arg in &args[3..] {
128            if let Some(p) = arg.strip_prefix("--to=") {
129                out_path = Some(p);
130            }
131        }
132        let out_path = out_path.expect("Missing --to=... argument");
133        let bundle = PhiBundle::from_store(name, &store).expect("failed to bundle");
134        bundle.save_json(out_path).expect("failed to save json");
135        println!("Exported '{}' to '{}'.", name, out_path);
136        return;
137    }
138
139    if mode == "import" && args.len() >= 4 {
140        let name = &args[2];
141        let mut in_path = None;
142        for arg in &args[3..] {
143            if let Some(p) = arg.strip_prefix("--from=") {
144                in_path = Some(p);
145            }
146        }
147        let in_path = in_path.expect("Missing --from=... argument");
148        let bundle = PhiBundle::load_json(in_path).expect("failed to load json");
149        bundle.save_to_store(&store).expect("failed to restore");
150        println!("Imported '{}' from '{}'.", name, in_path);
151        return;
152    }
153
154    eprintln!("Unknown mode '{}'. Use 'encode', 'route', 'list', 'delete', 'describe', 'export', or 'import'", mode);
155}