phaseT: analysis report
Browse files
.gitattributes
CHANGED
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@@ -40,3 +40,4 @@ phaseQ_reports/g_class_probe_v3.png filter=lfs diff=lfs merge=lfs -text
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| 40 |
phaseQ_reports/p_rank09_probe.png filter=lfs diff=lfs merge=lfs -text
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| 41 |
phaseQ_reports/p_rank09_probe_v2.png filter=lfs diff=lfs merge=lfs -text
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| 42 |
phaseS_reports/analysis/phaseS_plots.png filter=lfs diff=lfs merge=lfs -text
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| 40 |
phaseQ_reports/p_rank09_probe.png filter=lfs diff=lfs merge=lfs -text
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| 41 |
phaseQ_reports/p_rank09_probe_v2.png filter=lfs diff=lfs merge=lfs -text
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| 42 |
phaseS_reports/analysis/phaseS_plots.png filter=lfs diff=lfs merge=lfs -text
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| 43 |
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phaseT_reports/analysis/phaseT_plots.png filter=lfs diff=lfs merge=lfs -text
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phaseT_reports/analysis/phaseT_analysis.json
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"converged_at_batch": null,
|
| 2208 |
+
"cv_final": 0.623461283798187,
|
| 2209 |
+
"cv_initial": 0.47746316548547996
|
| 2210 |
+
},
|
| 2211 |
+
{
|
| 2212 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n09_adam_b1000",
|
| 2213 |
+
"noise": 9,
|
| 2214 |
+
"noise_name": "gradient_gaussian",
|
| 2215 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2216 |
+
"V": 8,
|
| 2217 |
+
"traj_len": 100,
|
| 2218 |
+
"converged_at_batch": null,
|
| 2219 |
+
"cv_final": 0.542865484471198,
|
| 2220 |
+
"cv_initial": 0.540896687786547
|
| 2221 |
+
},
|
| 2222 |
+
{
|
| 2223 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n10_adam_b1000",
|
| 2224 |
+
"noise": 10,
|
| 2225 |
+
"noise_name": "checker",
|
| 2226 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2227 |
+
"V": 8,
|
| 2228 |
+
"traj_len": 100,
|
| 2229 |
+
"converged_at_batch": null,
|
| 2230 |
+
"cv_final": 0.5989329470078913,
|
| 2231 |
+
"cv_initial": 0.5372483206497298
|
| 2232 |
+
},
|
| 2233 |
+
{
|
| 2234 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n11_adam_b1000",
|
| 2235 |
+
"noise": 11,
|
| 2236 |
+
"noise_name": "gauss_uniform_mix",
|
| 2237 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2238 |
+
"V": 8,
|
| 2239 |
+
"traj_len": 100,
|
| 2240 |
+
"converged_at_batch": null,
|
| 2241 |
+
"cv_final": 0.7585910311242267,
|
| 2242 |
+
"cv_initial": 0.4263546912738269
|
| 2243 |
+
},
|
| 2244 |
+
{
|
| 2245 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n12_adam_b1000",
|
| 2246 |
+
"noise": 12,
|
| 2247 |
+
"noise_name": "four_quadrant",
|
| 2248 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2249 |
+
"V": 8,
|
| 2250 |
+
"traj_len": 100,
|
| 2251 |
+
"converged_at_batch": null,
|
| 2252 |
+
"cv_final": 0.5033645019966453,
|
| 2253 |
+
"cv_initial": 0.48071181232779736
|
| 2254 |
+
},
|
| 2255 |
+
{
|
| 2256 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n13_adam_b1000",
|
| 2257 |
+
"noise": 13,
|
| 2258 |
+
"noise_name": "cauchy",
|
| 2259 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2260 |
+
"V": 8,
|
| 2261 |
+
"traj_len": 100,
|
| 2262 |
+
"converged_at_batch": null,
|
| 2263 |
+
"cv_final": 0.6032322922674033,
|
| 2264 |
+
"cv_initial": 0.4294451011472486
|
| 2265 |
+
},
|
| 2266 |
+
{
|
| 2267 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n14_adam_b1000",
|
| 2268 |
+
"noise": 14,
|
| 2269 |
+
"noise_name": "exponential",
|
| 2270 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2271 |
+
"V": 8,
|
| 2272 |
+
"traj_len": 100,
|
| 2273 |
+
"converged_at_batch": null,
|
| 2274 |
+
"cv_final": 0.6319410958830216,
|
| 2275 |
+
"cv_initial": 0.49222622904341
|
| 2276 |
+
},
|
| 2277 |
+
{
|
| 2278 |
+
"variant": "T_h64_V8_D5_dp1_nx0_n15_adam_b1000",
|
| 2279 |
+
"noise": 15,
|
| 2280 |
+
"noise_name": "laplace",
|
| 2281 |
+
"arch": "h64_V8_dp1_nx0",
|
| 2282 |
+
"V": 8,
|
| 2283 |
+
"traj_len": 100,
|
| 2284 |
+
"converged_at_batch": null,
|
| 2285 |
+
"cv_final": 0.5250746032619928,
|
| 2286 |
+
"cv_initial": 0.5618493166807063
|
| 2287 |
+
}
|
| 2288 |
+
],
|
| 2289 |
+
"n_with_convergence_point": 38,
|
| 2290 |
+
"mean_batches_to_convergence": 359.7368421052632,
|
| 2291 |
+
"per_noise_mean_convergence_batch": {
|
| 2292 |
+
"0": 363.3333333333333,
|
| 2293 |
+
"1": 423.3333333333333,
|
| 2294 |
+
"2": 580.0,
|
| 2295 |
+
"3": 502.5,
|
| 2296 |
+
"4": 220.0,
|
| 2297 |
+
"5": 90.0,
|
| 2298 |
+
"6": 625.0,
|
| 2299 |
+
"7": 240.0,
|
| 2300 |
+
"8": 285.0,
|
| 2301 |
+
"9": 320.0,
|
| 2302 |
+
"10": 343.3333333333333,
|
| 2303 |
+
"11": 370.0,
|
| 2304 |
+
"12": 630.0,
|
| 2305 |
+
"13": 420.0,
|
| 2306 |
+
"14": 0.0,
|
| 2307 |
+
"15": 235.0
|
| 2308 |
+
}
|
| 2309 |
+
},
|
| 2310 |
+
"thresholds": {
|
| 2311 |
+
"projective_clean": 0.05,
|
| 2312 |
+
"a3_reference_deviation": 0.016
|
| 2313 |
+
}
|
| 2314 |
+
}
|
phaseT_reports/analysis/phaseT_plots.png
ADDED
|
Git LFS Details
|
phaseT_reports/analysis/phaseT_summary.md
ADDED
|
@@ -0,0 +1,97 @@
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|
| 1 |
+
# Phase T — D=5 Convergence Sweep Analysis
|
| 2 |
+
|
| 3 |
+
Generated from 64 successful configs.
|
| 4 |
+
|
| 5 |
+
**Sweep grid:** 4 architectures × 16 noise types = 64 configs
|
| 6 |
+
**Per-config:** 1000 batches Adam @ lr=3e-3 (matches A3 reference)
|
| 7 |
+
|
| 8 |
+
**Projective-clean threshold:** |band_deviation| < 0.05
|
| 9 |
+
**A3 D=5 V=32 gaussian reference:** deviation +0.016
|
| 10 |
+
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
## Headline finding
|
| 14 |
+
|
| 15 |
+
✗ **Projective-clean does NOT hold universally at D=5.** Only 25/64 configs (39.1%) converged. A3's gaussian result was likely the lucky case, not the general one.
|
| 16 |
+
|
| 17 |
+
---
|
| 18 |
+
|
| 19 |
+
## G2) Per-architecture universality
|
| 20 |
+
|
| 21 |
+
How many noise types converged to projective-clean for each architecture.
|
| 22 |
+
|
| 23 |
+
| Architecture | % clean | Mean dev | Range | Mean erank/5 |
|
| 24 |
+
|---|---|---|---|---|
|
| 25 |
+
| `h64_V16_dp1_nx1` | 62% (10/16) | +0.0389 | [-0.028, +0.193] | 4.98 |
|
| 26 |
+
| `h64_V32_dp0_nx1` | 50% (8/16) | +0.0450 | [-0.002, +0.090] | 4.99 |
|
| 27 |
+
| `h64_V8_dp1_nx0` | 25% (4/16) | +0.1160 | [-0.040, +0.297] | 4.97 |
|
| 28 |
+
| `h64_V32_dp1_nx1` | 19% (3/16) | +0.0678 | [+0.039, +0.116] | 4.99 |
|
| 29 |
+
|
| 30 |
+
**Architectures that failed on some noises:**
|
| 31 |
+
|
| 32 |
+
- `h64_V16_dp1_nx1`: uniform(+0.066), pink(+0.052), brown(+0.056), sparse_impulses(+0.193), gradient_gaussian(+0.051), four_quadrant(+0.083)
|
| 33 |
+
- `h64_V32_dp0_nx1`: uniform(+0.053), uniform_scaled(+0.067), poisson(+0.085), sparse_impulses(+0.082), block_upsampled(+0.063), gradient_gaussian(+0.052), gauss_uniform_mix(+0.067), four_quadrant(+0.090)
|
| 34 |
+
- `h64_V8_dp1_nx0`: gaussian(+0.106), uniform(+0.106), poisson(+0.297), pink(+0.178), brown(+0.195), sparse_impulses(+0.099), block_upsampled(+0.173), gradient_gaussian(+0.127), gauss_uniform_mix(+0.180), four_quadrant(+0.106), cauchy(+0.077), exponential(+0.236)
|
| 35 |
+
- `h64_V32_dp1_nx1`: gaussian(+0.090), uniform(+0.067), uniform_scaled(+0.064), poisson(+0.055), pink(+0.051), block_upsampled(+0.059), gradient_gaussian(+0.071), checker(+0.066), gauss_uniform_mix(+0.082), four_quadrant(+0.072), cauchy(+0.078), exponential(+0.116), laplace(+0.090)
|
| 36 |
+
|
| 37 |
+
## G2-dual) Per-noise universality
|
| 38 |
+
|
| 39 |
+
How many architectures converged to projective-clean for each noise type.
|
| 40 |
+
|
| 41 |
+
| Noise | % clean | Mean dev | Mean erank/5 |
|
| 42 |
+
|---|---|---|---|
|
| 43 |
+
| salt_pepper | 100% (4/4) | +0.0146 | 5.00 |
|
| 44 |
+
| checker | 75% (3/4) | +0.0103 | 4.95 |
|
| 45 |
+
| laplace | 75% (3/4) | +0.0145 | 5.00 |
|
| 46 |
+
| gaussian | 50% (2/4) | +0.0609 | 5.00 |
|
| 47 |
+
| uniform_scaled | 50% (2/4) | +0.0430 | 5.00 |
|
| 48 |
+
| brown | 50% (2/4) | +0.0730 | 4.91 |
|
| 49 |
+
| cauchy | 50% (2/4) | +0.0559 | 5.00 |
|
| 50 |
+
| exponential | 50% (2/4) | +0.1054 | 5.00 |
|
| 51 |
+
| poisson | 25% (1/4) | +0.1149 | 4.99 |
|
| 52 |
+
| pink | 25% (1/4) | +0.0713 | 4.91 |
|
| 53 |
+
| sparse_impulses | 25% (1/4) | +0.1038 | 5.00 |
|
| 54 |
+
| block_upsampled | 25% (1/4) | +0.0836 | 4.98 |
|
| 55 |
+
| gauss_uniform_mix | 25% (1/4) | +0.0839 | 5.00 |
|
| 56 |
+
| uniform | 0% (0/4) | +0.0729 | 5.00 |
|
| 57 |
+
| gradient_gaussian | 0% (0/4) | +0.0752 | 4.98 |
|
| 58 |
+
| four_quadrant | 0% (0/4) | +0.0876 | 4.97 |
|
| 59 |
+
|
| 60 |
+
## G3) V-axis dependence
|
| 61 |
+
|
| 62 |
+
Does projective-clean depend on V at D=5?
|
| 63 |
+
|
| 64 |
+
| V | % clean | Mean dev | Range | erank | CV |
|
| 65 |
+
|---|---|---|---|---|---|
|
| 66 |
+
| 8 | 25% (4/16) | +0.1160 | [-0.040, +0.297] | 4.97 | 0.643 |
|
| 67 |
+
| 16 | 62% (10/16) | +0.0389 | [-0.028, +0.193] | 4.98 | 0.600 |
|
| 68 |
+
| 32 | 34% (11/32) | +0.0564 | [-0.002, +0.116] | 4.99 | 0.620 |
|
| 69 |
+
|
| 70 |
+
## G4) Convergence dynamics
|
| 71 |
+
|
| 72 |
+
Mean batches to CV convergence: 360 (across 38 configs with detectable convergence points).
|
| 73 |
+
|
| 74 |
+
**Per-noise convergence speed (mean batches):**
|
| 75 |
+
|
| 76 |
+
- exponential: ~0 batches
|
| 77 |
+
- brown: ~90 batches
|
| 78 |
+
- pink: ~220 batches
|
| 79 |
+
- laplace: ~235 batches
|
| 80 |
+
- sparse_impulses: ~240 batches
|
| 81 |
+
- block_upsampled: ~285 batches
|
| 82 |
+
- gradient_gaussian: ~320 batches
|
| 83 |
+
- checker: ~343 batches
|
| 84 |
+
- gaussian: ~363 batches
|
| 85 |
+
- gauss_uniform_mix: ~370 batches
|
| 86 |
+
- cauchy: ~420 batches
|
| 87 |
+
- uniform: ~423 batches
|
| 88 |
+
- poisson: ~502 batches
|
| 89 |
+
- uniform_scaled: ~580 batches
|
| 90 |
+
- salt_pepper: ~625 batches
|
| 91 |
+
- four_quadrant: ~630 batches
|
| 92 |
+
|
| 93 |
+
---
|
| 94 |
+
|
| 95 |
+
**Generated by `cell_t_analyzer.py` from `results_phaseT.json`.**
|
| 96 |
+
|
| 97 |
+
Outputs: `phaseT_summary.md` (this file), `phaseT_analysis.json`, `phaseT_plots.png`.
|