Samples analyzed: 11. Showing first: genesis_c001#0 (seqlen=982).
| Layer | Pos 0 | Pos 15 | Pos 30 | Pos 46 | Pos 61 |
|---|---|---|---|---|---|
| 0 | económ(0.306) nahilalakip(0.132) animate(0.086) | hilab(0.782) nalista(0.127) hesitation(0.059) | dével(0.703) ativid(0.070) 淵(0.059) | /or(0.842) reas(0.132) orra(0.020) | zilla(0.933) liness(0.061) Almighty(0.002) |
| 1 | económ(0.208) animate(0.140) nahilalakip(0.045) | hilab(0.769) nalista(0.134) hesitation(0.063) | dével(0.796) ativid(0.046) 淵(0.033) | /or(0.829) reas(0.142) orra(0.022) | zilla(0.936) liness(0.058) Almighty(0.002) |
| 2 | económ(0.294) animate(0.077) flu(0.043) | hilab(0.574) nalista(0.285) hesitation(0.093) | dével(0.756) ativid(0.044) 淵(0.043) | /or(0.851) reas(0.122) orra(0.020) | zilla(0.923) liness(0.067) Almighty(0.004) |
| 3 | económ(0.680) flu(0.058) nahil(0.050) | hilab(0.640) nalista(0.301) hesitation(0.036) | dével(0.958) ativid(0.023) -sea(0.004) | /or(0.886) reas(0.094) orra(0.012) | zilla(0.921) liness(0.069) forbid(0.004) |
| 4 | Term(0.176) Rec(0.099) 十二月(0.071) | hilab(0.723) nalista(0.220) hesitation(0.040) | dével(0.970) ativid(0.009) -sea(0.005) | /or(0.923) reas(0.061) orra(0.008) | zilla(0.908) liness(0.078) forbid(0.006) |
| 5 | aria(0.334) Aires(0.130) arian(0.069) | hilab(0.595) nalista(0.351) hesitation(0.038) | dével(0.985) -sea(0.004) ativid(0.003) | /or(0.918) reas(0.066) orra(0.009) | zilla(0.917) liness(0.071) Almighty(0.005) |
| 6 | Aires(0.625) aria(0.095) inn(0.033) | nalista(0.878) hilab(0.109) hesitation(0.009) | dével(0.994) -sea(0.003) ativid(0.001) | /or(0.951) reas(0.036) hra(0.005) | zilla(0.882) liness(0.094) Almighty(0.013) |
| 7 | Aires(0.336) aria(0.115) contr(0.073) | nalista(0.916) hilab(0.070) hesitation(0.010) | dével(0.992) -sea(0.005) 淵(0.001) | /or(0.953) reas(0.032) hra(0.006) | zilla(0.888) liness(0.070) Almighty(0.025) |
| 8 | contr(0.227) Aires(0.134) aria(0.106) | nalista(0.935) hilab(0.053) hesitation(0.008) | dével(0.993) -sea(0.004) 淵(0.001) | /or(0.931) reas(0.037) orra(0.018) | zilla(0.865) liness(0.054) Almighty(0.048) |
| 9 | aria(0.224) recursively(0.050) Aires(0.029) | nalista(0.982) hilab(0.015) hesitation(0.002) | dével(0.990) -sea(0.005) 淵(0.001) | /or(0.923) reas(0.041) orra(0.018) | zilla(0.642) Almighty(0.119) forbid(0.115) |
| 10 | aria(0.184) recursively(0.044) Aires(0.029) | nalista(0.969) hilab(0.025) hesitation(0.004) | dével(0.979) -sea(0.010) ativid(0.004) | /or(0.867) reas(0.069) hra(0.030) | zilla(0.426) forbid(0.275) Almighty(0.163) |
| 11 | aria(0.087) recursively(0.068) 珑(0.037) | nalista(0.980) hilab(0.014) hesitation(0.004) | dével(0.885) -sea(0.050) ativid(0.017) | /or(0.827) reas(0.086) hra(0.033) | zilla(0.393) forbid(0.379) Almighty(0.136) |
| 12 | aria(0.053) домаћинствима(0.044) TaxonID(0.037) | nalista(0.974) hilab(0.017) hesitation(0.005) | dével(0.869) -sea(0.056) waters(0.024) | /or(0.796) reas(0.110) hra(0.040) | forbid(0.528) zilla(0.223) Almighty(0.146) |
| 13 | домаћинствима(0.114) gilay(0.113) TaxonID(0.079) | nalista(0.982) hesitation(0.008) hilab(0.006) | dével(0.880) -sea(0.060) waters(0.020) | /or(0.856) reas(0.075) hra(0.027) | forbid(0.643) Almighty(0.155) zilla(0.142) |
| 14 | домаћинствима(0.121) gilay(0.112) TaxonID(0.077) | nalista(0.973) hesitation(0.010) hilab(0.006) | dével(0.759) -sea(0.112) waters(0.050) | /or(0.848) reas(0.074) hra(0.025) | forbid(0.798) Almighty(0.111) zilla(0.066) |
| 15 | домаћинствима(0.151) gilay(0.123) TaxonID(0.073) | nalista(0.948) hesitation(0.029) itetsdata(0.006) | dével(0.907) -sea(0.045) waters(0.017) | /or(0.888) reas(0.042) hra(0.024) | forbid(0.872) Almighty(0.064) zilla(0.042) |
| 16 | домаћинствима(0.144) gilay(0.112) TaxonID(0.072) | nalista(0.917) hesitation(0.030) itetsdata(0.027) | dével(0.974) -sea(0.013) sea(0.003) | /or(0.863) reas(0.037) orra(0.033) | forbid(0.919) Almighty(0.043) zilla(0.018) |
| 17 | домаћинствима(0.141) gilay(0.117) TaxonID(0.071) | nalista(0.891) itetsdata(0.043) hesitation(0.025) | dével(0.990) -sea(0.004) ativid(0.002) | /or(0.876) hra(0.036) orra(0.034) | forbid(0.869) Almighty(0.064) Himself(0.032) |
| 18 | gilay(0.128) домаћинствима(0.118) TaxonID(0.085) | nalista(0.929) itetsdata(0.039) hilab(0.006) | dével(0.998) ativid(0.001) -sea(0.001) | /or(0.749) orra(0.105) hra(0.085) | forbid(0.839) Almighty(0.065) zilla(0.062) |
| 19 | gilay(0.282) TaxonID(0.091) домаћинствима(0.056) | nalista(0.966) everydaycalculation(0.013) hesitation(0.013) | dével(0.614) ativid(0.226) -sea(0.041) | /or(0.873) reas(0.038) rogens(0.029) | zilla(0.819) forbid(0.083) Almighty(0.057) |
| 20 | gilay(0.281) TaxonID(0.277) домаћинствима(0.117) | nalista(0.947) everydaycalculation(0.022) hesitation(0.015) | dével(0.487) ativid(0.135) -sea(0.133) | /or(0.798) rogens(0.070) reas(0.037) | zilla(0.533) forbid(0.243) Almighty(0.146) |
| 21 | TaxonID(0.752) домаћинствима(0.052) gilay(0.038) | nalista(0.955) everydaycalculation(0.019) hesitation(0.011) | dével(0.646) enment(0.107) -sea(0.055) | /or(0.827) rogens(0.064) ersen(0.028) | zilla(0.662) forbid(0.209) Himself(0.062) |
| 22 | dátummal(0.724) TaxonID(0.199) ينا(0.017) | nalista(0.969) everydaycalculation(0.016) hesitation(0.007) | основним(0.293) enment(0.235) dével(0.211) | /or(0.443) rogens(0.232) hra(0.087) | zilla(0.738) forbid(0.159) Almighty(0.046) |
| 23 | dátummal(0.750) TaxonID(0.185) ينا(0.014) | nalista(0.814) everydaycalculation(0.108) hesitation(0.049) | dével(0.414) enment(0.270) основним(0.083) | rogens(0.359) /or(0.254) hra(0.110) | zilla(0.815) Himself(0.095) forbid(0.055) |
| 24 | TaxonID(0.628) dátummal(0.241) ينا(0.089) | nalista(0.874) hesitation(0.031) everydaycalculation(0.018) | dével(0.534) NES(0.088) فريبيس(0.076) | rogens(0.563) rogen(0.189) rogenic(0.152) | zilla(0.405) Himself(0.354) forbid(0.121) |
| 25 | TaxonID(0.609) dátummal(0.271) ينا(0.083) | nalista(0.623) Kadaghanon(0.145) everydaycalculation(0.053) | dével(0.629) proiektuak(0.065) NES(0.056) | rogens(0.538) rogen(0.266) rogenic(0.160) | Himself(0.530) forbid(0.160) Almighty(0.155) |
| 26 | dátummal(0.478) TaxonID(0.428) ينا(0.074) | nalista(0.875) everydaycalculation(0.037) nesses(0.004) | dével(0.424) NES(0.141) المطلع(0.100) | rogen(0.418) rogens(0.392) rogenic(0.148) | Himself(0.702) Almighty(0.117) forbid(0.095) |
| 27 | dátummal(0.580) TaxonID(0.185) ANU(0.062) | Kahenera(0.523) nalista(0.218) +:+(0.104) | المطلع(0.562) NES(0.108) -water(0.048) | rogen(0.490) rogenic(0.287) rogens(0.212) | Himself(0.736) Almighty(0.078) zilla(0.031) |
| 28 | TaxonID(0.546) Septy(0.315) ينا(0.082) | +:+(0.566) nalista(0.249) 成形(0.062) | dével(0.303) aturik(0.105) proiektuak(0.096) | rogen(0.408) rogens(0.380) rogenic(0.197) | Himself(0.719) forbid(0.040) split(0.034) |
| 29 | TaxonID(0.544) Septy(0.327) ينا(0.073) | +:+(0.876) nalista(0.054) 成形(0.023) | dével(0.470) proiektuak(0.208) NES(0.056) | rogenic(0.357) rogen(0.348) rogens(0.288) | Himself(0.689) seeing(0.069) split(0.029) |
| 30 | ينا(0.532) TaxonID(0.132) proiektuak(0.081) | +:+(0.765) 成形(0.061) forme(0.027) | Spirit(0.767) dével(0.091) المطلع(0.021) | rogen(0.671) rogens(0.166) rogenic(0.095) | Himself(0.657) seeing(0.061) Seeing(0.028) |
| 31 | ينا(0.595) TaxonID(0.093) dátummal(0.077) | forme(0.270) 的形状(0.141) +:+(0.134) | Spirit(0.963) spirit(0.011) 淵(0.005) | rogen(0.527) God(0.151) rogens(0.147) | Himself(0.355) seeing(0.253) melihat(0.107) |
| 32 | dátummal(0.291) ينا(0.221) Septy(0.130) | forme(0.517) 成形(0.096) 形式和(0.073) | Spirit(0.927) 淵(0.021) dével(0.009) | rogen(0.494) rogens(0.154) God(0.145) | seeing(0.483) Himself(0.210) melihat(0.104) |
| 33 | dátummal(0.978) Giya(0.008) Hakut(0.001) | forme(0.272) _form(0.154) 形式和(0.116) | المطلع(0.543) Spirit(0.380) dével(0.023) | сказа(0.265) said(0.211) God(0.201) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 34 | dátummal(0.881) ينا(0.044) وتسجيلات(0.017) | forme(0.273) form(0.162) pollut(0.103) | Spirit(0.929) spirit(0.055) روح(0.005) | сказа(0.473) God(0.282) said(0.123) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 35 | datasetId(0.664) ellationToken(0.049) 死不(0.016) | form(0.535) forme(0.442) 形式(0.010) | Spirit(0.857) spirit(0.141) Espí(0.001) | said(0.418) сказа(0.337) God(0.114) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 36 | chip(0.019) fi(0.017) datasetId(0.016) | forme(0.709) form(0.275) 形式(0.005) | Spirit(0.849) spirit(0.147) روح(0.002) | God(0.376) said(0.235) сказа(0.230) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 37 | 2(0.051) 0(0.018) format(0.013) | forme(0.928) form(0.064) 形式和(0.004) | Spirit(0.955) spirit(0.039) /equivalent(0.002) | God(0.811) said(0.060) сказа(0.055) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 38 | (0.098) 挂(0.059) 2(0.046) | form(1.000) .form(0.000) _form(0.000) | Spirit(0.851) spirit(0.121) And(0.013) | God(0.952) said(0.021) God(0.019) | saw(1.000) Saw(0.000) เห็น(0.000) |
| 39 | (0.104) 挂(0.060) 2(0.046) | form(0.998) Form(0.001) .form(0.000) | And(0.764) Spirit(0.109) And(0.072) | God(0.998) God(0.002) 上帝(0.000) | saw(1.000) Saw(0.000) seeing(0.000) |
| 40 | (0.089) onth(0.042) <p(0.035) | form(0.998) form(0.001) 形式(0.000) | And(0.875) And(0.094) -And(0.030) | God(0.999) God(0.001) 上帝(0.000) | saw(1.000) Saw(0.000) seeing(0.000) |
| 41 | (0.811) (0.034) #!/(0.021) | form(0.997) 形式(0.001) form(0.001) | And(0.965) And(0.011) -And(0.009) | God(1.000) God(0.000) Satan(0.000) | saw(0.999) Saw(0.001) seeing(0.000) |
| 42 | (0.855) (0.031) (0.005) | form(0.997) (0.001) forme(0.000) | .(0.917) . (0.035) . (0.013) | God(0.999) the(0.000) Jesus(0.000) | saw(1.000) Saw(0.000) said(0.000) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1230.918434 | 1373.530396 | ████████████████████████████████████████ |
| 10 | 372.953466 | 431.794403 | ████████████████████████████████████████ |
| 20 | 367.084833 | 461.495911 | ████████████████████████████████████████ |
| 30 | 364.205700 | 495.122375 | ████████████████████████████████████████ |
| 42 | 320.416803 | 325.597168 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| genesis_c001 | 0 | 982 | 218.484 |
| leviticus_c007 | 0 | 1024 | 166.188 |
| joshua_c006 | 0 | 1024 | 168.077 |
| job_c020 | 0 | 666 | 175.605 |
| psalms_c074 | 0 | 547 | 117.476 |
| proverbs_c020 | 0 | 657 | 178.99 |
| isaiah_c065 | 0 | 975 | 164.381 |
| ezekiel_c038 | 0 | 1018 | 170.485 |
| matthew_c007 | 0 | 825 | 149.018 |
| acts_c014 | 0 | 840 | 152.471 |
| revelation_c022 | 0 | 736 | 138.949 |
Samples analyzed: 11. Showing first: sura_096#0 (seqlen=1024).
| Layer | Pos 0 | Pos 16 | Pos 32 | Pos 48 | Pos 64 |
|---|---|---|---|---|---|
| 0 | dével(0.572) nahil(0.067) sit(0.036) | hattan(0.631) agers(0.282) ifest(0.025) | liness(0.325) основним(0.127) τυμολογία(0.047) | talags(0.463) dével(0.395) petabits(0.122) | tagHelper(0.437) EDAC(0.206) oos(0.036) |
| 1 | dével(0.642) sit(0.041) nahil(0.028) | hattan(0.567) agers(0.314) ifest(0.045) | liness(0.357) تكبرها(0.102) lies(0.100) | talags(0.636) dével(0.227) petabits(0.116) | EDAC(0.254) tagHelper(0.166) apun(0.097) |
| 2 | dével(0.638) sit(0.031) nahil(0.025) | hattan(0.587) agers(0.283) ifest(0.061) | основним(0.549) liness(0.062) lies(0.055) | talags(0.652) dével(0.223) petabits(0.112) | EDAC(0.429) tagHelper(0.118) apun(0.079) |
| 3 | dével(0.917) sit(0.012) ENCY(0.006) | hattan(0.368) agers(0.357) ifest(0.167) | основним(0.342) liness(0.193) lies(0.079) | talags(0.769) petabits(0.177) dével(0.022) | EDAC(0.720) talags(0.245) tagHelper(0.012) |
| 4 | dével(0.944) ording(0.019) 肤(0.004) | hattan(0.406) agers(0.298) ifest(0.166) | liness(0.383) основним(0.109) lies(0.084) | talags(0.703) petabits(0.184) kinainitan(0.012) | EDAC(0.864) talags(0.115) tagHelper(0.007) |
| 5 | aria(0.194) Aires(0.180) bench(0.083) | hattan(0.363) ifest(0.272) agers(0.224) | liness(0.358) основним(0.150) lies(0.069) | talags(0.665) petabits(0.186) 661(0.016) | EDAC(0.930) talags(0.054) tagHelper(0.006) |
| 6 | Aires(0.651) aria(0.077) inn(0.025) | hattan(0.353) ifest(0.292) agers(0.167) | основним(0.407) liness(0.195) аутох(0.060) | talags(0.462) petabits(0.170) kinainitan(0.053) | EDAC(0.981) talags(0.008) tagHelper(0.005) |
| 7 | Aires(0.359) aria(0.094) contr(0.090) | hattan(0.385) ifest(0.225) agers(0.202) | основним(0.499) liness(0.171) аутох(0.055) | talags(0.517) petabits(0.132) kinainitan(0.050) | EDAC(0.986) talags(0.005) tagHelper(0.004) |
| 8 | contr(0.240) Aires(0.148) aria(0.094) | hattan(0.426) ifest(0.195) uscript(0.181) | основним(0.581) liness(0.142) аутох(0.054) | talags(0.353) 661(0.093) kinainitan(0.056) | EDAC(0.984) tagHelper(0.004) talags(0.003) |
| 9 | aria(0.110) ANU(0.044) recursively(0.036) | hattan(0.439) uscript(0.248) ifest(0.119) | основним(0.820) liness(0.088) аутох(0.024) | talags(0.500) kinainitan(0.093) 661(0.083) | EDAC(0.981) tagHelper(0.005) lakang(0.004) |
| 10 | aria(0.098) ANU(0.040) recursively(0.034) | hattan(0.463) uscript(0.283) agers(0.109) | liness(0.443) основним(0.213) 成全(0.035) | talags(0.735) kinainitan(0.106) 661(0.039) | EDAC(0.974) lakang(0.008) tagHelper(0.007) |
| 11 | recursively(0.054) aria(0.048) ANU(0.039) | uscript(0.498) hattan(0.317) ikin(0.061) | liness(0.393) основним(0.240) 成全(0.069) | talags(0.811) 661(0.044) kinainitan(0.042) | EDAC(0.949) lakang(0.012) tagHelper(0.010) |
| 12 | ахархой(0.047) arek(0.040) aria(0.034) | uscript(0.625) hattan(0.109) ikin(0.096) | основним(0.323) liness(0.318) 成全(0.045) | talags(0.455) 661(0.151) kinainitan(0.102) | EDAC(0.913) lakang(0.041) tagHelper(0.008) |
| 13 | gilay(0.107) TaxonID(0.070) домаћинствима(0.068) | uscript(0.457) ikin(0.170) hattan(0.142) | liness(0.351) основним(0.226) esan(0.061) | talags(0.651) 661(0.080) kinainitan(0.062) | EDAC(0.966) lakang(0.015) tagHelper(0.003) |
| 14 | gilay(0.103) домаћинствима(0.072) TaxonID(0.069) | uscript(0.572) ikin(0.146) hattan(0.121) | основним(0.348) liness(0.228) esan(0.079) | talags(0.641) 661(0.102) kinainitan(0.048) | EDAC(0.981) lakang(0.006) tagHelper(0.001) |
| 15 | gilay(0.121) домаћинствима(0.075) TaxonID(0.066) | uscript(0.569) ikin(0.128) hattan(0.103) | основним(0.710) liness(0.157) esan(0.012) | talags(0.399) 661(0.158) 832(0.034) | EDAC(0.977) lakang(0.008) talags(0.002) |
| 16 | gilay(0.111) домаћинствима(0.076) TaxonID(0.065) | uscript(0.655) ikin(0.088) agers(0.065) | liness(0.492) основним(0.206) ativid(0.021) | 661(0.489) 832(0.033) 961(0.026) | EDAC(0.973) lakang(0.011) talags(0.002) |
| 17 | gilay(0.111) домаћинствима(0.073) TaxonID(0.064) | uscript(0.503) ikin(0.183) agers(0.076) | основним(0.413) liness(0.284) ativid(0.026) | 661(0.357) talags(0.079) 961(0.025) | EDAC(0.937) lakang(0.021) tagHelper(0.005) |
| 18 | gilay(0.118) TaxonID(0.075) ахархой(0.071) | uscript(0.511) ikin(0.094) faat(0.081) | liness(0.573) основним(0.157) ativid(0.044) | dével(0.348) talags(0.132) económ(0.034) | EDAC(0.974) lakang(0.005) talags(0.004) |
| 19 | gilay(0.172) TaxonID(0.079) домаћинствима(0.039) | ikin(0.354) agers(0.336) hattan(0.177) | 께(0.348) böjnings(0.117) liness(0.090) | dével(0.996) mediefiler(0.001) "} (0.000) | EDAC(0.276) alakip(0.213) <｜begin▁of▁sentence｜>(0.100) |
| 20 | TaxonID(0.267) gilay(0.184) домаћинствима(0.093) | ikin(0.414) agers(0.228) hattan(0.215) | 께(0.598) liness(0.086) Himself(0.065) | dével(0.960) mediefiler(0.011) "]) (0.002) | EDAC(0.434) <｜begin▁of▁sentence｜>(0.100) enforceable(0.047) |
| 21 | TaxonID(0.709) домаћинствима(0.043) talags(0.037) | ikin(0.376) agers(0.263) hattan(0.172) | 께(0.484) böjnings(0.125) основним(0.085) | dével(0.981) mediefiler(0.004) Complement(0.001) | EDAC(0.509) sabwag(0.062) enforceable(0.056) |
| 22 | dátummal(0.778) TaxonID(0.147) ANU(0.015) | ikin(0.362) hattan(0.244) agers(0.237) | 께(0.470) основним(0.269) böjnings(0.079) | dével(0.917) Complement(0.009) dinhi(0.005) | sabwag(0.184) EDAC(0.182) enforceable(0.111) |
| 23 | dátummal(0.794) TaxonID(0.146) ANU(0.011) | agers(0.203) ifest(0.132) ikin(0.110) | Pagklasipikar(0.959) incom(0.008) 께(0.004) | dével(0.901) Complement(0.010) mediefiler(0.005) | EDAC(0.189) aharoa(0.128) основним(0.091) |
| 24 | TaxonID(0.605) dátummal(0.294) ينا(0.056) | agers(0.292) ikin(0.134) uscript(0.056) | Pagklasipikar(0.954) 慷(0.005) 大中型(0.004) | dével(0.888) Complement(0.016) isar(0.005) | EDAC(0.493) /autoritetsdata(0.079) licensierad(0.075) |
| 25 | TaxonID(0.583) dátummal(0.324) ينا(0.053) | angka(0.213) ikin(0.139) assembl(0.107) | Pagklasipikar(0.828) TaxonID(0.012) 冇有(0.012) | dével(0.359) multimédias(0.058) Pract(0.023) | EDAC(0.446) alakip(0.415) основним(0.023) |
| 26 | dátummal(0.539) TaxonID(0.392) ينا(0.045) | ikin(0.262) uscript(0.105) hattan(0.086) | 慷(0.366) 冇有(0.108) наиб(0.044) | dével(0.125) multimédias(0.086) Pract(0.052) | alakip(0.643) EDAC(0.258) sabwag(0.034) |
| 27 | dátummal(0.672) TaxonID(0.145) ANU(0.050) | ikin(0.560) hattan(0.064) usia(0.042) | 慷(0.356) 冇有(0.189) 慷慨(0.110) | multimédias(0.056) Pract(0.030) ised(0.026) | alakip(0.631) EDAC(0.267) основним(0.016) |
| 28 | Septy(0.582) TaxonID(0.334) ينا(0.033) | thood(0.245) ikin(0.111) usia(0.063) | 慷(0.657) 冇有(0.158) 才是最(0.042) | taught(0.084) multimédias(0.023) 人身(0.020) | alakip(0.439) EDAC(0.186) sabwag(0.082) |
| 29 | Septy(0.593) TaxonID(0.317) ينا(0.035) | clots(0.605) clot(0.204) clotting(0.094) | 慷(0.574) 才是最(0.136) petabits(0.060) | taught(0.156) dével(0.150) insegn(0.045) | 人类的(0.313) الإنسان(0.299) основним(0.075) |
| 30 | ينا(0.339) proiektuak(0.224) TaxonID(0.116) | clots(0.768) clotting(0.116) clot(0.082) | 慷(0.357) petabits(0.252) 冇有(0.215) | taught(0.360) insegn(0.177) สอน(0.102) | основним(0.548) الإنسان(0.232) sabwag(0.057) |
| 31 | ينا(0.371) proiektuak(0.165) TaxonID(0.106) | clots(0.703) clotting(0.169) clot(0.082) | 慷(0.290) 慷慨(0.241) 冇有(0.208) | taught(0.984) สอน(0.007) insegn(0.003) | الإنسان(0.592) 人类的(0.098) انسان(0.078) |
| 32 | Septy(0.225) proiektuak(0.202) dátummal(0.138) | clots(0.565) clotting(0.084) clot(0.083) | 慷慨(0.546) 是最(0.076) 慷(0.070) | taught(0.827) dével(0.156) สอน(0.003) | sabwag(0.599) rebellion(0.072) الإنسان(0.055) |
| 33 | dátummal(0.960) Giya(0.019) Hakut(0.003) | clots(0.371) clotting(0.169) clinging(0.139) | 慷慨(0.334) наиб(0.229) 是最(0.199) | dével(0.714) taught(0.265) สอน(0.006) | الإنسان(0.375) 인간(0.184) man(0.123) |
| 34 | dátummal(0.683) ينا(0.087) proiektuak(0.067) | clots(0.871) clinging(0.058) clotting(0.039) | наиб(0.729) originalet(0.158) 慷慨(0.031) | taught(0.975) สอน(0.011) teac(0.003) | าสตร์(0.323) sabwag(0.275) man(0.087) |
| 35 | datasetId(0.686) ellationToken(0.105) 死不(0.022) | out(0.509) out(0.380) clots(0.073) | 是最(0.751) 最(0.095) наиб(0.052) | taught(0.975) teaches(0.009) สอน(0.004) | man(0.973) mans(0.012) człowie(0.011) |
| 36 | datasetId(0.256) fi(0.024) ey(0.019) | clots(0.868) out(0.042) clinging(0.040) | наиб(0.329) 最美(0.161) 是最(0.153) | taught(0.970) สอน(0.014) teaches(0.003) | man(0.871) mans(0.050) człowie(0.044) |
| 37 | datasetId(0.052) ayers(0.014) format(0.013) | out(0.634) from(0.227) clots(0.066) | наиб(0.282) originalet(0.275) 是最(0.182) | taught(0.972) สอน(0.008) teac(0.006) | man(0.882) człowie(0.058) kainiton(0.015) |
| 38 | (0.132) 挂(0.050) 敬(0.039) | clots(0.931) out(0.040) clot(0.019) | originalet(0.566) наиб(0.313) 是最(0.027) | taught(0.998) -ta(0.001) teac(0.000) | man(0.966) mans(0.026) człowie(0.002) |
| 39 | (0.141) 挂(0.051) 敬(0.038) | clots(0.934) out(0.049) clotting(0.007) | наиб(0.647) is(0.114) 是最(0.038) | taught(0.986) hath(0.013) -ta(0.001) | man(0.568) man(0.269) dével(0.081) |
| 40 | (0.060) onth(0.051) <p(0.034) | out(0.928) from(0.057) clots(0.012) | is(0.691) most(0.058) hath(0.051) | taught(0.698) -ta(0.256) hath(0.021) | man(0.349) man(0.348) mans(0.051) |
| 41 | (0.752) #!/(0.041) (0.026) | from(0.857) out(0.076) clots(0.045) | is(0.838) наиб(0.050) execut(0.009) | taught(0.948) Ta(0.021) ta(0.015) | man(0.931) Man(0.056) man(0.009) |
| 42 | (0.898) (0.025) (0.006) | from(0.944) out(0.026) ,(0.015) | is(1.000) Is(0.000) the(0.000) | Ta(0.998) H(0.002) ta(0.000) | ,(0.984) man(0.013) Man(0.002) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1096.947495 | 1189.629761 | ████████████████████████████████████████ |
| 10 | 341.550654 | 358.320160 | ████████████████████████████████████████ |
| 20 | 348.332508 | 416.396973 | ████████████████████████████████████████ |
| 30 | 381.029419 | 421.180328 | ████████████████████████████████████████ |
| 42 | 303.227591 | 306.465179 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| sura_096 | 0 | 1024 | 173.954 |
| sura_108 | 0 | 68 | 49.051 |
| sura_080 | 0 | 587 | 126.949 |
| sura_079 | 0 | 675 | 134.486 |
| sura_070 | 0 | 668 | 182.394 |
| sura_019 | 0 | 1024 | 171.439 |
| sura_032 | 0 | 1024 | 171.575 |
| sura_029 | 0 | 1024 | 169.635 |
| sura_098 | 0 | 233 | 81.882 |
| sura_033 | 0 | 1024 | 169.451 |
| sura_005 | 0 | 1024 | 169.64 |
Samples analyzed: 11. Showing first: tao_ch_01#0 (seqlen=35).
| Layer | Pos 0 | Pos 1 | Pos 2 | Pos 3 | Pos 4 |
|---|---|---|---|---|---|
| 0 | oretical(0.669) rapy(0.322) rapeutic(0.004) | ists(0.375) istes(0.127) EDMF(0.104) | ched(0.102) reon(0.082) насељени(0.073) | 't(0.942) isters(0.043) ister(0.006) | viewed(0.376) accessed(0.266) seen(0.143) |
| 1 | rapy(0.514) oretical(0.476) rapeutic(0.003) | ists(0.378) istes(0.132) EDMF(0.081) | ched(0.076) насељени(0.055) reon(0.049) | 't(0.953) isters(0.034) ister(0.006) | viewed(0.408) accessed(0.271) seen(0.117) |
| 2 | rapy(0.514) oretical(0.476) rapeutic(0.003) | ists(0.349) istes(0.144) 尷(0.089) | насељени(0.068) ched(0.067) reon(0.044) | 't(0.943) isters(0.044) ister(0.006) | viewed(0.332) accessed(0.326) seen(0.135) |
| 3 | oretical(0.613) rapy(0.357) irs(0.010) | ists(0.592) istic(0.091) istischen(0.065) | ched(0.279) 这笔(0.065) ريم(0.040) | 't(0.928) isters(0.060) ister(0.004) | accessed(0.614) viewed(0.228) seen(0.036) |
| 4 | rapy(0.515) ses(0.175) económ(0.043) | ists(0.673) istes(0.073) istic(0.036) | ched(0.280) 这笔(0.061) ching(0.031) | 't(0.895) isters(0.091) opies(0.006) | accessed(0.623) viewed(0.209) described(0.046) |
| 5 | aria(0.280) Aires(0.086) bench(0.086) | ists(0.581) istes(0.089) istischen(0.068) | ched(0.185) 这笔(0.061) anhianhi(0.056) | 't(0.809) isters(0.167) ister(0.010) | accessed(0.696) viewed(0.141) seen(0.054) |
| 6 | Aires(0.587) aria(0.095) inn(0.035) | ists(0.466) istischen(0.091) istes(0.083) | јуну(0.048) 这笔(0.044) ched(0.035) | 't(0.889) isters(0.094) ister(0.009) | accessed(0.832) viewed(0.091) seen(0.023) |
| 7 | Aires(0.299) aria(0.109) contr(0.073) | ists(0.442) istischen(0.103) hilabihan(0.096) | zor(0.050) 这笔(0.042) јуну(0.042) | 't(0.912) isters(0.071) ister(0.006) | accessed(0.467) viewed(0.317) seen(0.053) |
| 8 | contr(0.206) Aires(0.130) aria(0.105) | ists(0.361) istischen(0.176) istes(0.092) | zor(0.058) 这笔(0.040) covers(0.022) | 't(0.876) isters(0.102) ister(0.007) | viewed(0.516) accessed(0.267) seen(0.065) |
| 9 | aria(0.142) recursively(0.033) 小了(0.021) | istischen(0.247) ists(0.227) istes(0.108) | zor(0.068) 这笔(0.047) buys(0.029) | 't(0.921) isters(0.043) /sh(0.014) | viewed(0.570) accessed(0.112) described(0.101) |
| 10 | aria(0.122) recursively(0.030) 两端(0.029) | ists(0.287) istischen(0.232) istes(0.089) | zor(0.075) 这笔(0.036) bra(0.023) | 't(0.929) isters(0.046) /sh(0.008) | viewed(0.611) described(0.073) accessed(0.064) |
| 11 | TaxonID(0.057) aria(0.057) recursively(0.047) | istischen(0.261) ists(0.213) isme(0.132) | zor(0.048) 这笔(0.031) 出了问题(0.028) | 't(0.909) feas(0.023) isters(0.020) | viewed(0.531) seen(0.078) judged(0.058) |
| 12 | домаћинствима(0.056) TaxonID(0.054) ахархой(0.040) | istischen(0.299) ists(0.187) isant(0.091) | zor(0.057) 这笔(0.028) Bra(0.025) | 't(0.893) feas(0.034) /sh(0.026) | viewed(0.472) seen(0.095) accessed(0.087) |
| 13 | домаћинствима(0.129) TaxonID(0.105) gilay(0.098) | istischen(0.322) ists(0.239) isme(0.066) | zor(0.047) насељени(0.039) Bra(0.027) | 't(0.801) feas(0.082) opies(0.037) | viewed(0.328) adaghan(0.155) seen(0.059) |
| 14 | домаћинствима(0.132) TaxonID(0.105) gilay(0.097) | ists(0.284) istischen(0.283) isme(0.059) | насељени(0.069) zor(0.067) رشف(0.040) | 't(0.685) feas(0.135) opies(0.048) | adaghan(0.246) viewed(0.235) attributed(0.141) |
| 15 | домаћинствима(0.162) TaxonID(0.095) gilay(0.087) | ists(0.402) istischen(0.218) isme(0.062) | رشف(0.086) zor(0.041) насељени(0.034) | 't(0.700) feas(0.121) /sh(0.043) | viewed(0.368) attributed(0.135) judged(0.086) |
| 16 | домаћинствима(0.158) TaxonID(0.095) gilay(0.081) | ists(0.176) esez(0.104) Eq(0.032) | Bra(0.055) رشف(0.051) zor(0.034) | 't(0.686) feas(0.166) /sh(0.042) | viewed(0.558) judged(0.173) attributed(0.068) |
| 17 | домаћинствима(0.153) TaxonID(0.093) gilay(0.083) | iker(0.116) hilab(0.110) Mom(0.046) | zor(0.127) Bra(0.092) رشف(0.044) | 't(0.825) opies(0.052) feas(0.036) | judged(0.335) viewed(0.309) adaghan(0.123) |
| 18 | домаћинствима(0.127) TaxonID(0.112) gilay(0.089) | flattened(0.093) ised(0.075) iker(0.070) | رشف(0.083) zor(0.031) 穿透(0.031) | 't(0.890) opies(0.045) /sh(0.019) | judged(0.414) adaghan(0.191) told(0.047) |
| 19 | gilay(0.216) TaxonID(0.055) домаћинствима(0.054) | istischen(0.302) ists(0.281) iste(0.222) | ched(0.145) 's(0.103) ching(0.073) | 't(1.000) opies(0.000) hardly(0.000) | viewed(0.151) seen(0.109) called(0.062) |
| 20 | gilay(0.248) TaxonID(0.206) домаћинствима(0.127) | istischen(0.335) ists(0.334) iste(0.160) | ched(0.107) 's(0.081) governs(0.066) | 't(1.000) opies(0.000) hardly(0.000) | viewed(0.155) seen(0.130) construed(0.068) |
| 21 | TaxonID(0.623) домаћинствима(0.069) gilay(0.039) | istischen(0.388) ists(0.375) iste(0.116) | governs(0.091) ched(0.080) 's(0.052) | 't(1.000) opies(0.000) be(0.000) | viewed(0.213) seen(0.126) \r(0.077) |
| 22 | dátummal(0.573) TaxonID(0.228) ينا(0.072) | ists(0.454) istischen(0.366) iste(0.071) | governs(0.158) truly(0.056) ched(0.050) | 't(0.999) opies(0.001) be(0.000) | viewed(0.133) seen(0.117) construed(0.075) |
| 23 | dátummal(0.536) TaxonID(0.306) ينا(0.050) | ists(0.515) istischen(0.176) iste(0.100) | governs(0.082) 初见(0.061) Bra(0.058) | 't(0.997) oed(0.001) be(0.000) | viewed(0.106) construed(0.075) seen(0.075) |
| 24 | TaxonID(0.643) ينا(0.174) dátummal(0.131) | ists(0.668) istischen(0.126) isme(0.052) | 运行的(0.108) governs(0.058) liqu(0.057) | 't(0.989) oed(0.002) opies(0.002) | \r(0.210) construed(0.066) \n(0.053) |
| 25 | TaxonID(0.620) ينا(0.179) dátummal(0.153) | ists(0.649) isme(0.096) istischen(0.093) | ching(0.082) Bra(0.057) 运行的(0.053) | 't(0.984) oed(0.008) opies(0.001) | \r(0.333) viewed(0.055) \n(0.045) |
| 26 | TaxonID(0.501) dátummal(0.284) ينا(0.186) | ists(0.740) istischen(0.094) isme(0.047) | 然大(0.078) truly(0.077) ching(0.059) | 't(0.957) oed(0.029) inyin(0.002) | \r(0.306) \n(0.066) ijing(0.051) |
| 27 | dátummal(0.607) TaxonID(0.174) ANU(0.058) | ists(0.580) istischen(0.152) istic(0.078) | 然大(0.195) 向外(0.116) ordinarily(0.073) | 't(0.876) oed(0.070) inyin(0.031) | \r(0.289) ijing(0.136) <｜end▁of▁repo▁name｜>(0.107) |
| 28 | TaxonID(0.584) Septy(0.186) ينا(0.161) | ists(0.517) istischen(0.185) Tao(0.083) | 向外(0.137) inyin(0.045) measurable(0.033) | 't(0.760) oed(0.114) inyin(0.085) | <｜end▁of▁repo▁name｜>(0.332) \r(0.265) ijing(0.087) |
| 29 | TaxonID(0.578) Septy(0.176) ينا(0.161) | ists(0.445) istischen(0.256) Tao(0.093) | 向外(0.174) 学习集(0.082) 能被(0.046) | 't(0.359) inyin(0.316) oed(0.202) | \r(0.486) ijing(0.070) \n(0.054) |
| 30 | ينا(0.588) Kaginharian(0.118) proiektuak(0.114) | ists(0.452) Tao(0.214) istischen(0.180) | 向外(0.289) 能被(0.241) ordinarily(0.048) | inyin(0.493) 't(0.129) oed(0.062) | \r(0.637) \n(0.102) ijing(0.039) |
| 31 | ينا(0.702) proiektuak(0.073) Kaginharian(0.072) | ists(0.461) Tao(0.214) istischen(0.194) | 能被(0.509) 向外(0.097) measurable(0.029) | inyin(0.659) 't(0.037) -talk(0.036) | ascribed(0.132) ijing(0.125) construed(0.117) |
| 32 | ينا(0.398) proiektuak(0.180) زياح(0.142) | Tao(0.557) ists(0.257) istischen(0.075) | Lao(0.135) 能被(0.116) Tao(0.083) | inyin(0.156) 含笑(0.076) 't(0.061) | construed(0.159) ascribed(0.117) \r(0.096) |
| 33 | dátummal(0.956) Giya(0.021) Hakut(0.003) | Tao(0.729) ists(0.203) istischen(0.020) | 能被(0.465) illum(0.107) Tao(0.042) | <｜end▁of▁file▁name｜>(0.061) _“_(0.056) µP(0.047) | ascribed(0.190) \r(0.138) construed(0.078) |
| 34 | dátummal(0.434) ينا(0.292) proiektuak(0.087) | Tao(0.899) ists(0.073) tao(0.020) | 能被(0.348) illum(0.115) expressed(0.114) | 学习集(0.150) spoken(0.136) µP(0.106) | ascribed(0.376) construed(0.051) seen(0.043) |
| 35 | datasetId(0.660) ellationToken(0.092) 死不(0.021) | ists(0.627) ist(0.286) istischen(0.045) | can(0.930) 可以用(0.029) 可以被(0.026) | spoken(0.710) encomp(0.115) be(0.113) | expressed(0.888) described(0.077) grasped(0.023) |
| 36 | datasetId(0.117) fi(0.024) ey(0.020) | ists(0.592) ist(0.282) istischen(0.086) | can(0.796) 可以被(0.076) 可以用(0.031) | spoken(0.635) be(0.153) expressed(0.066) | expressed(0.868) grasped(0.045) described(0.038) |
| 37 | 2(0.020) ayers(0.016) format(0.014) | ist(0.510) ists(0.409) istischen(0.051) | can(0.944) 可以用(0.021) 可以被(0.015) | spoken(0.677) be(0.244) expressed(0.033) | expressed(0.888) described(0.031) spoken(0.027) |
| 38 | (0.124) 挂(0.051) 敬(0.037) | ists(0.473) ist(0.421) istischen(0.040) | can(0.835) 可以被(0.106) 可以用(0.022) | spoken(0.663) be(0.251) expressed(0.046) | spoken(0.582) expressed(0.254) described(0.054) |
| 39 | (0.134) 挂(0.051) 敬(0.036) | Te(0.998) te(0.001) -te(0.000) | can(0.978) 可以被(0.021) 可以用(0.000) | be(0.619) spoken(0.177) expressed(0.168) | spoken(0.701) expressed(0.144) talked(0.065) |
| 40 | (0.071) onth(0.052) <p(0.037) | Te(0.993) te(0.004) -te(0.002) | can(0.961) 可以被(0.035) 可(0.001) | be(0.638) expressed(0.203) spoken(0.127) | tro(0.565) expressed(0.202) spoken(0.181) |
| 41 | (0.782) #!/(0.034) (0.029) | Te(0.979) te(0.020) Teh(0.000) | can(0.850) 可以被(0.112) appears(0.012) | be(0.602) expressed(0.279) spoken(0.028) | tro(0.778) spoken(0.104) told(0.041) |
| 42 | (0.892) (0.026) (0.005) | of(0.509) Te(0.136) te(0.046) | can(0.894) is(0.033) (0.008) | be(0.982) (0.011) he(0.001) | tro(0.549) spoken(0.133) told(0.115) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1054.320099 | 1153.476929 | ████████████████████████████████████████ |
| 10 | 374.556074 | 417.804535 | ████████████████████████████████████████ |
| 20 | 395.157034 | 440.118866 | ████████████████████████████████████████ |
| 30 | 340.846834 | 436.980377 | ████████████████████████████████████████ |
| 42 | 210.926258 | 213.770432 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| tao_ch_01 | 0 | 35 | 34.338 |
| tao_ch_09 | 0 | 112 | 60.15 |
| tao_ch_17 | 0 | 136 | 107.972 |
| tao_ch_25 | 0 | 217 | 75.061 |
| tao_ch_33 | 0 | 92 | 50.846 |
| tao_ch_41 | 0 | 259 | 80.197 |
| tao_ch_49 | 0 | 159 | 64.906 |
| tao_ch_57 | 0 | 231 | 77.377 |
| tao_ch_65 | 0 | 155 | 63.794 |
| tao_ch_73 | 0 | 194 | 70.682 |
| tao_ch_81 | 0 | 144 | 59.064 |
Samples analyzed: 11. Showing first: gita_ch_01#0 (seqlen=1024).
| Layer | Pos 0 | Pos 16 | Pos 32 | Pos 48 | Pos 64 |
|---|---|---|---|---|---|
| 0 | armacy(0.039) böjnings(0.030) ginhulagway(0.022) | основним(0.783) appa(0.029) EEP(0.019) | own(0.942) rtle(0.033) croft(0.010) | ses(0.927) same(0.018) rapeut(0.017) | dével(0.822) buruj(0.083) �(0.033) |
| 1 | acks(0.042) armacy(0.030) ramos(0.022) | основним(0.763) appa(0.026) EEP(0.021) | own(0.945) rtle(0.031) croft(0.011) | ses(0.946) same(0.012) rapeut(0.011) | dével(0.821) buruj(0.086) �(0.022) |
| 2 | acks(0.055) ramos(0.045) böjnings(0.036) | основним(0.804) appa(0.025) EEP(0.014) | own(0.951) rtle(0.029) croft(0.009) | ses(0.952) same(0.012) rapeut(0.009) | dével(0.786) buruj(0.085) �(0.027) |
| 3 | böjnings(0.299) ginhulagway(0.046) acks(0.036) | основним(0.553) SM(0.055) EEP(0.025) | own(0.954) rtle(0.037) croft(0.003) | ses(0.972) buruj(0.009) same(0.006) | dével(0.639) buruj(0.137) petabits(0.027) |
| 4 | dével(0.944) ginhulagway(0.019) Au(0.003) | основним(0.489) SM(0.048) 嚓(0.037) | own(0.853) rtle(0.123) croft(0.017) | ses(0.986) same(0.002) buruj(0.002) | dével(0.394) buruj(0.082) talags(0.041) |
| 5 | aria(0.155) arian(0.117) bench(0.046) | основним(0.617) 嚓(0.039) (migrations(0.038) | own(0.759) rtle(0.211) croft(0.019) | ses(0.980) same(0.003) 催(0.003) | dével(0.309) 》,(0.068) buruj(0.062) |
| 6 | Aires(0.519) aria(0.094) inn(0.047) | основним(0.379) (migrations(0.066) 嚓(0.063) | own(0.723) rtle(0.210) croft(0.043) | ses(0.971) buruj(0.005) same(0.004) | 》,(0.266) hilabihan(0.173) dével(0.150) |
| 7 | Aires(0.257) aria(0.102) contr(0.080) | основним(0.377) 嚓(0.074) SM(0.059) | own(0.652) rtle(0.260) croft(0.051) | ses(0.952) 催(0.007) basics(0.006) | hilabihan(0.345) 》,(0.188) dével(0.130) |
| 8 | contr(0.214) Aires(0.118) aria(0.097) | основним(0.408) SM(0.069) 嚓(0.066) | own(0.665) rtle(0.271) croft(0.035) | ses(0.841) buruj(0.032) 催(0.018) | �(0.732) hilabihan(0.107) 》,(0.074) |
| 9 | aria(0.152) recursively(0.028) ANU(0.027) | основним(0.266) SM(0.078) επώνυμο(0.042) | own(0.675) rtle(0.291) anmar(0.011) | ses(0.647) buruj(0.095) oft(0.067) | �(0.436) hilabihan(0.408) talags(0.026) |
| 10 | aria(0.130) TaxonID(0.027) ANU(0.026) | основним(0.234) SM(0.065) TaxonID(0.041) | own(0.785) rtle(0.193) riad(0.008) | ses(0.724) buruj(0.059) oft(0.058) | �(0.598) hilabihan(0.137) 》,(0.052) |
| 11 | TaxonID(0.097) aria(0.057) arek(0.040) | основним(0.168) 匝(0.082) Ginkuhà(0.057) | own(0.768) rtle(0.205) riad(0.011) | ses(0.647) oft(0.065) buruj(0.032) | �(0.576) hilabihan(0.174) relying(0.034) |
| 12 | TaxonID(0.083) arek(0.063) домаћинствима(0.061) | основним(0.188) 匝(0.067) 学习集(0.065) | own(0.632) rtle(0.337) riad(0.013) | ses(0.533) buruj(0.128) oft(0.059) | �(0.238) hilabihan(0.230) relying(0.108) |
| 13 | TaxonID(0.151) домаћинствима(0.134) gilay(0.101) | 学习集(0.229) основним(0.145) TaxonID(0.064) | own(0.661) rtle(0.322) riad(0.005) | buruj(0.600) јуну(0.164) <｜end▁of▁repo▁name｜>(0.049) | hilabihan(0.397) �(0.236) relying(0.074) |
| 14 | TaxonID(0.153) домаћинствима(0.139) gilay(0.098) | 学习集(0.280) obe(0.073) основним(0.049) | own(0.760) rtle(0.227) riad(0.004) | buruj(0.383) 学习集(0.224) јуну(0.172) | hilabihan(0.432) �(0.366) relying(0.036) |
| 15 | домаћинствима(0.157) TaxonID(0.127) gilay(0.107) | 学习集(0.602) sell(0.026) Ginkuhà(0.025) | own(0.859) rtle(0.127) riad(0.005) | 学习集(0.741) buruj(0.193) јуну(0.032) | hilabihan(0.351) �(0.206) bes(0.054) |
| 16 | домаћинствима(0.152) TaxonID(0.124) gilay(0.101) | 学习集(0.280) obe(0.075) SM(0.054) | own(0.865) rtle(0.125) anmar(0.003) | 学习集(0.580) јуну(0.173) buruj(0.164) | �(0.364) bes(0.263) hilabihan(0.083) |
| 17 | домаћинствима(0.147) TaxonID(0.124) gilay(0.103) | 学习集(0.116) (migrations(0.077) Ginkuhà(0.045) | own(0.881) rtle(0.094) favorite(0.007) | basihan(0.241) ulohan(0.145) buruj(0.103) | bes(0.175) relying(0.057) hilab(0.048) |
| 18 | TaxonID(0.147) домаћинствима(0.121) gilay(0.109) | obe(0.207) основним(0.177) SM(0.068) | own(0.833) rtle(0.074) favorite(0.034) | јуну(0.150) 学习集(0.078) originalet(0.070) | �(0.389) 以为(0.029) conj(0.026) |
| 19 | TaxonID(0.166) gilay(0.150) домаћинствима(0.051) | appa(0.490) obe(0.041) 学习集(0.030) | own(0.434) rtle(0.410) riad(0.131) | ses(0.774) entirety(0.112) 学习集(0.034) | RN(0.146) -backed(0.063) lict(0.035) |
| 20 | TaxonID(0.430) gilay(0.162) домаћинствима(0.100) | appa(0.546) 学习集(0.068) obe(0.056) | own(0.636) rtle(0.212) riad(0.132) | ses(0.421) 学习集(0.358) entirety(0.122) | RN(0.070) intending(0.052) -backed(0.050) |
| 21 | TaxonID(0.849) домаћинствима(0.034) gilay(0.015) | appa(0.437) böjnings(0.115) 学习集(0.106) | riad(0.491) own(0.280) rtle(0.206) | 学习集(0.412) ses(0.392) entirety(0.138) | RN(0.094) intending(0.054) -backed(0.032) |
| 22 | TaxonID(0.678) dátummal(0.188) домаћинствима(0.027) | appa(0.295) 学习集(0.242) böjnings(0.135) | riad(0.490) own(0.377) rtle(0.113) | 学习集(0.562) ses(0.236) entirety(0.116) | intending(0.135) 颊(0.049) hoe(0.039) |
| 23 | TaxonID(0.436) dátummal(0.409) домаћинствима(0.039) | 学习集(0.338) appa(0.289) böjnings(0.102) | rtle(0.417) riad(0.344) own(0.209) | 学习集(0.480) ses(0.371) rapeut(0.039) | commanded(0.089) intending(0.073) lia(0.056) |
| 24 | TaxonID(0.832) dátummal(0.093) домаћинствима(0.021) | appa(0.155) böjnings(0.143) 学习集(0.130) | riad(0.668) rtle(0.294) own(0.015) | ses(0.528) 学习集(0.062) rapeut(0.045) | commanded(0.236) 颊(0.033) intending(0.032) |
| 25 | TaxonID(0.827) dátummal(0.105) домаћинствима(0.018) | appa(0.233) böjnings(0.118) obe(0.071) | riad(0.843) rtle(0.126) own(0.018) | 学习集(0.915) böjnings(0.043) ativid(0.011) | lia(0.762) hoe(0.026) lium(0.015) |
| 26 | TaxonID(0.718) dátummal(0.228) proiektuak(0.014) | appa(0.139) 学习集(0.090) böjnings(0.058) | rtle(0.786) riad(0.202) oglobin(0.005) | 学习集(0.631) proiektuak(0.121) ativid(0.114) | hectometers(0.117) lium(0.053) inspecting(0.034) |
| 27 | dátummal(0.668) TaxonID(0.147) ANU(0.047) | appa(0.101) böjnings(0.048) 战场上(0.047) | riad(0.423) rtle(0.409) oglobin(0.077) | proiektuak(0.547) 学习集(0.316) hilab(0.023) | sar(0.051) ovsky(0.046) hectometers(0.044) |
| 28 | TaxonID(0.658) Septy(0.194) proiektuak(0.071) | appa(0.138) böjnings(0.083) 战场上(0.038) | own(0.416) rtle(0.369) sons(0.103) | hilab(0.591) armies(0.095) ativid(0.069) | hectometers(0.230) ovsky(0.067) gently(0.037) |
| 29 | TaxonID(0.645) Septy(0.202) proiektuak(0.105) | appa(0.160) kahenera(0.085) böjnings(0.046) | rtle(0.580) own(0.251) sons(0.078) | armies(0.955) army(0.013) 阵营(0.011) | hectometers(0.323) gently(0.054) ovsky(0.039) |
| 30 | proiektuak(0.521) TaxonID(0.170) ينا(0.133) | 印度的(0.139) 国之(0.053) Delhi(0.047) | own(0.669) sons(0.137) rtle(0.097) | armies(0.917) army(0.026) 阵列(0.025) | hectometers(0.207) rinnings(0.121) gently(0.055) |
| 31 | proiektuak(0.482) TaxonID(0.180) ينا(0.126) | 国之(0.148) 印度的(0.101) Delhi(0.038) | own(0.761) anmar(0.088) rtle(0.079) | armies(0.988) army(0.009) 阵列(0.001) | rib(0.154) 并向(0.068) 师长(0.039) |
| 32 | proiektuak(0.486) dátummal(0.171) زياح(0.126) | 国之(0.241) 印度的(0.139) Delhi(0.136) | للمعارف(0.534) own(0.280) anmar(0.066) | armies(0.984) army(0.007) 阵列(0.003) | 师长(0.148) 并向(0.058) اعيه(0.038) |
| 33 | dátummal(0.976) Giya(0.012) Hakut(0.001) | Delhi(0.198) 国之(0.157) Dh(0.057) | own(0.334) للمعارف(0.164) anmar(0.092) | armies(0.987) 学习集(0.006) army(0.004) | 师长(0.217) اعيه(0.110) discours(0.100) |
| 34 | dátummal(0.752) proiektuak(0.132) زياح(0.042) | Delhi(0.245) kahenera(0.123) Dh(0.120) | own(0.708) }<?(0.083) للمعارف(0.064) | armies(0.942) army(0.056) Army(0.002) | 师长(0.457) 这样说(0.079) discours(0.073) |
| 35 | datasetId(0.676) ellationToken(0.077) 死不(0.018) | Delhi(0.208) 学习集(0.131) 天下之(0.062) | peuple(0.559) 学习集(0.172) own(0.166) | armies(0.837) army(0.152) Army(0.008) | 这样说(0.640) saying(0.287) discours(0.023) |
| 36 | datasetId(0.116) fi(0.025) ey(0.021) | 学习集(0.563) Kur(0.092) 天下之(0.050) | peuple(0.671) 学习集(0.291) armies(0.012) | armies(0.906) army(0.062) Army(0.009) | 这样说(0.259) discours(0.234) saying(0.131) |
| 37 | 2(0.023) ayers(0.015) format(0.014) | Kur(0.440) 学习集(0.163) uru(0.112) | peuple(0.522) people(0.413) People(0.028) | armies(0.436) army(0.129) Army(0.096) | uttered(0.288) spoke(0.211) uttered(0.084) |
| 38 | (0.125) 挂(0.049) 敬(0.036) | Kur(0.486) uru(0.392) CUR(0.032) | people(0.899) peuple(0.068) People(0.019) | armies(0.410) host(0.150) army(0.131) | spoke(0.207) uttered(0.157) 这样说(0.102) |
| 39 | (0.135) 挂(0.051) 2(0.036) | uru(1.000) UR(0.000) urus(0.000) | people(0.972) People(0.018) peuple(0.004) | host(0.821) host(0.086) Host(0.021) | spoke(0.225) 和高(0.095) cried(0.094) |
| 40 | (0.068) onth(0.048) <p(0.036) | uru(0.991) UR(0.004) urus(0.004) | people(0.975) People(0.018) People(0.001) | host(0.731) army(0.088) host(0.042) | 和高(0.119) sp(0.110) and(0.072) |
| 41 | (0.777) #!/(0.034) (0.028) | uru(0.629) UR(0.362) urus(0.008) | people(0.995) People(0.003) peuple(0.001) | host(0.832) host(0.095) marsh(0.022) | and(0.265) 和高(0.068) And(0.064) |
| 42 | (0.891) (0.026) (0.005) | uru(0.949) UR(0.050) ura(0.000) | people(1.000) people(0.000) People(0.000) | host(0.998) host(0.001) march(0.000) | And(1.000) Thus(0.000) ... (0.000) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1624.601715 | 1792.070190 | ████████████████████████████████████████ |
| 10 | 437.882910 | 488.384186 | ████████████████████████████████████████ |
| 20 | 477.029270 | 525.574707 | ████████████████████████████████████████ |
| 30 | 466.750940 | 490.338715 | ████████████████████████████████████████ |
| 42 | 511.294390 | 515.717224 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| gita_ch_01 | 0 | 1024 | 170.126 |
| gita_ch_02 | 0 | 1024 | 169.416 |
| gita_ch_04 | 0 | 1024 | 169.868 |
| gita_ch_06 | 0 | 1024 | 168.789 |
| gita_ch_08 | 0 | 1024 | 169.344 |
| gita_ch_10 | 0 | 1024 | 169.833 |
| gita_ch_11 | 0 | 1024 | 165.0 |
| gita_ch_13 | 0 | 1024 | 167.357 |
| gita_ch_15 | 0 | 935 | 156.247 |
| gita_ch_17 | 0 | 991 | 162.164 |
| gita_ch_18 | 0 | 1024 | 163.82 |
Samples analyzed: 11. Showing first: ch_01_the_twin_verses#0 (seqlen=824).
| Layer | Pos 0 | Pos 12 | Pos 25 | Pos 38 | Pos 51 |
|---|---|---|---|---|---|
| 0 | )Skip(0.904) hilab(0.022) alakip(0.013) | been(0.710) been(0.189) Been(0.097) | leine(0.930) sure(0.070) Sure(0.000) | drawal(0.971) respect(0.017) regard(0.011) | ses(0.923) ophyll(0.029) entirety(0.015) |
| 1 | )Skip(0.616) cryptocur(0.052) hilab(0.032) | been(0.714) been(0.186) Been(0.095) | leine(0.930) sure(0.070) Sure(0.000) | drawal(0.967) respect(0.018) regard(0.014) | ses(0.937) ophyll(0.024) entirety(0.013) |
| 2 | )Skip(0.322) hilab(0.088) cryptocur(0.083) | been(0.707) been(0.188) Been(0.100) | leine(0.929) sure(0.071) Sure(0.000) | drawal(0.960) respect(0.022) regard(0.017) | ses(0.929) ophyll(0.023) entirety(0.016) |
| 3 | hilab(0.310) )Skip(0.162) dével(0.136) | been(0.702) been(0.196) Been(0.094) | leine(0.956) sure(0.044) Sure(0.000) | drawal(0.950) regard(0.033) respect(0.016) | ses(0.696) same(0.083) entirety(0.066) |
| 4 | دايره(0.543) فريب(0.192) aturik(0.087) | been(0.589) been(0.278) Been(0.120) | leine(0.965) sure(0.035) Sure(0.000) | drawal(0.938) regard(0.037) respect(0.023) | ses(0.743) entirety(0.073) same(0.040) |
| 5 | aria(0.327) bench(0.132) Aires(0.098) | been(0.607) been(0.279) Been(0.100) | leine(0.962) sure(0.038) Sure(0.000) | drawal(0.855) respect(0.081) regard(0.063) | ses(0.768) same(0.040) entirety(0.030) |
| 6 | Aires(0.620) aria(0.088) inn(0.034) | been(0.453) been(0.437) Been(0.097) | leine(0.941) sure(0.059) Sure(0.000) | drawal(0.644) regard(0.210) respect(0.144) | ses(0.856) entirety(0.023) same(0.019) |
| 7 | Aires(0.321) aria(0.108) contr(0.067) | been(0.500) been(0.388) Been(0.098) | leine(0.945) sure(0.055) Sure(0.000) | drawal(0.543) regard(0.260) respect(0.194) | ses(0.919) entirety(0.013) same(0.012) |
| 8 | contr(0.199) Aires(0.141) aria(0.109) | been(0.511) been(0.374) Been(0.099) | leine(0.960) sure(0.039) Sure(0.000) | respect(0.416) regard(0.310) drawal(0.271) | ses(0.855) same(0.030) entirety(0.019) |
| 9 | aria(0.117) 珑(0.046) Aires(0.032) | been(0.523) been(0.334) Been(0.117) | leine(0.966) sure(0.034) -up(0.000) | respect(0.480) regard(0.313) drawal(0.203) | ses(0.533) same(0.058) truth(0.044) |
| 10 | aria(0.100) 珑(0.058) 两端(0.039) | been(0.535) been(0.346) Been(0.095) | leine(0.988) sure(0.012) -up(0.000) | drawal(0.381) respect(0.347) regard(0.268) | ses(0.310) truth(0.156) closest(0.052) |
| 11 | 珑(0.070) TaxonID(0.050) aria(0.047) | been(0.521) been(0.351) Been(0.102) | leine(0.989) sure(0.011) -up(0.000) | respect(0.474) regard(0.308) drawal(0.216) | ses(0.337) truth(0.234) основним(0.082) |
| 12 | 珑(0.058) TaxonID(0.049) 两端(0.045) | been(0.539) been(0.370) Been(0.064) | leine(0.992) sure(0.008) -up(0.000) | respect(0.432) regard(0.305) drawal(0.259) | truth(0.329) ses(0.283) основним(0.082) |
| 13 | gilay(0.111) домаћинствима(0.098) TaxonID(0.098) | been(0.554) been(0.347) Been(0.070) | leine(0.992) sure(0.008) -up(0.000) | drawal(0.394) regard(0.332) respect(0.269) | truth(0.433) ses(0.074) Truth(0.046) |
| 14 | gilay(0.107) домаћинствима(0.101) TaxonID(0.098) | been(0.538) been(0.359) Been(0.067) | leine(0.993) sure(0.007) -up(0.000) | drawal(0.492) regard(0.329) respect(0.175) | truth(0.537) Truth(0.061) Truth(0.057) |
| 15 | gilay(0.124) домаћинствима(0.107) TaxonID(0.093) | been(0.532) been(0.389) Been(0.047) | leine(0.988) sure(0.012) Sure(0.000) | regard(0.421) drawal(0.328) respect(0.242) | truth(0.233) poorest(0.185) strongest(0.079) |
| 16 | gilay(0.117) домаћинствима(0.104) TaxonID(0.092) | been(0.564) been(0.351) Been(0.048) | leine(0.989) sure(0.011) -up(0.000) | drawal(0.607) regard(0.298) respect(0.083) | truth(0.154) strongest(0.097) Truth(0.065) |
| 17 | gilay(0.120) домаћинствима(0.100) TaxonID(0.091) | been(0.556) been(0.342) Been(0.049) | leine(0.992) sure(0.008) -up(0.000) | drawal(0.650) regard(0.179) respect(0.156) | strongest(0.082) atre(0.044) cand(0.042) |
| 18 | gilay(0.127) TaxonID(0.104) домаћинствима(0.084) | been(0.503) been(0.365) Been(0.063) | leine(0.999) sure(0.001) -up(0.000) | drawal(0.652) regard(0.256) respect(0.063) | 这番话(0.186) основним(0.102) entirety(0.056) |
| 19 | TaxonID(0.218) gilay(0.135) домаћинствима(0.074) | been(0.748) been(0.209) Been(0.033) | leine(0.850) sure(0.150) -up(0.000) | respect(0.585) regard(0.387) drawal(0.020) | rapeut(0.980) ses(0.005) simplest(0.005) |
| 20 | TaxonID(0.437) домаћинствима(0.120) gilay(0.119) | been(0.791) been(0.178) Been(0.022) | leine(0.876) sure(0.123) -up(0.000) | respect(0.597) regard(0.353) drawal(0.035) | rapeut(0.880) simplest(0.032) ses(0.026) |
| 21 | TaxonID(0.808) домаћинствима(0.038) dátummal(0.031) | been(0.767) been(0.199) Been(0.022) | leine(0.844) sure(0.156) -up(0.000) | respect(0.599) regard(0.349) drawal(0.025) | rapeut(0.785) hardest(0.046) simplest(0.034) |
| 22 | dátummal(0.961) TaxonID(0.031) домаћинствима(0.002) | been(0.781) been(0.191) Been(0.017) | leine(0.864) sure(0.136) -up(0.000) | respect(0.777) regard(0.198) drawal(0.011) | rapeut(0.696) hardest(0.066) 学习集(0.066) |
| 23 | dátummal(0.969) TaxonID(0.025) домаћинствима(0.001) | been(0.822) been(0.142) Been(0.027) | leine(0.557) sure(0.443) Sure(0.000) | drawal(0.364) outh(0.304) respect(0.187) | 学习集(0.392) rapeut(0.268) ses(0.097) |
| 24 | dátummal(0.712) TaxonID(0.255) ينا(0.014) | been(0.437) been(0.424) Been(0.076) | sure(0.885) leine(0.098) -up(0.005) | outh(0.738) respect(0.124) drawal(0.058) | 学习集(0.894) ses(0.025) saurus(0.023) |
| 25 | dátummal(0.758) TaxonID(0.215) ينا(0.011) | dével(0.969) talay(0.011) Paglin(0.006) | sure(0.883) leine(0.036) -up(0.023) | outh(0.883) drawal(0.045) respect(0.024) | 学习集(0.850) ses(0.060) rapeut(0.027) |
| 26 | dátummal(0.877) TaxonID(0.109) ينا(0.007) | dével(0.682) nuest(0.156) Paglin(0.033) | sure(0.748) leine(0.095) τυμολογία(0.041) | outh(0.896) regard(0.028) respect(0.019) | 学习集(0.933) ses(0.038) rapeut(0.015) |
| 27 | dátummal(0.631) TaxonID(0.179) ANU(0.050) | nuest(0.318) Paglin(0.190) dével(0.145) | leine(0.517) sure(0.163) bted(0.064) | respect(0.388) regard(0.307) drawal(0.092) | 学习集(0.393) ses(0.153) böjnings(0.115) |
| 28 | TaxonID(0.563) Septy(0.286) _“_(0.046) | sabwag(0.183) nuest(0.182) ngaran(0.107) | sure(0.380) непотпу(0.329) )Skip(0.098) | непотпу(0.995) 学习集(0.002) рођено(0.001) | ses(0.441) 学习集(0.166) originalet(0.063) |
| 29 | TaxonID(0.554) Septy(0.283) dátummal(0.060) | nuest(0.443) ngaran(0.113) sabwag(0.106) | )Skip(0.380) sure(0.361) ———————————————————— (0.023) | непотпу(0.929) 学习集(0.053) средњим(0.005) | chari(0.547) footsteps(0.312) ses(0.016) |
| 30 | dátummal(0.260) ينا(0.249) proiektuak(0.132) | nuest(0.582) sabwag(0.101) ngaran(0.083) | )Skip(0.865) 抉(0.012) ———————————————————— (0.012) | 学习集(0.654) непотпу(0.137) pure(0.064) | footsteps(0.275) chari(0.262) 学习集(0.092) |
| 31 | ينا(0.312) dátummal(0.291) TaxonID(0.096) | nuest(0.567) ngaran(0.167) ahabogang(0.115) | )Skip(0.656) composed(0.099) 构成(0.072) | pure(0.301) polluted(0.189) 学习集(0.123) | footsteps(0.532) 学习集(0.175) foot(0.065) |
| 32 | dátummal(0.570) زياح(0.081) proiektuak(0.079) | ngaran(0.356) ahabogang(0.247) nuest(0.242) | )Skip(0.529) ———————————————————— (0.162) 构成(0.098) | pure(0.388) основним(0.238) 純(0.069) | footsteps(0.491) 腳步(0.127) foot(0.104) |
| 33 | dátummal(0.967) Giya(0.018) Hakut(0.002) | ahabogang(0.439) nuest(0.230) talay(0.089) | ———————————————————— (0.288) aplenty(0.266) )Skip(0.161) | nahil(0.287) pure(0.239) polluted(0.091) | 学习集(0.508) 蹄(0.152) footsteps(0.101) |
| 34 | dátummal(0.914) ينا(0.020) Giya(0.016) | ahabogang(0.549) nuest(0.144) sabwag(0.120) | )Skip(0.641) nuest(0.097) citiz(0.042) | pure(0.314) polluted(0.143) 学习集(0.066) | ox(0.899) 蹄(0.056) hoof(0.022) |
| 35 | datasetId(0.721) ellationToken(0.051) 死不(0.016) | thinking(0.172) Thought(0.138) Thinking(0.127) | out(0.743) )Skip(0.179) up(0.069) | thoughts(0.547) evil(0.120) pure(0.116) | ox(0.329) hoof(0.257) feet(0.223) |
| 36 | datasetId(0.052) fi(0.019) chip(0.018) | Thought(0.263) Thought(0.254) thinking(0.114) | )Skip(0.730) out(0.236) up(0.015) | evil(0.739) pure(0.121) 邪恶(0.039) | hoof(0.850) feet(0.061) ox(0.041) |
| 37 | 2(0.035) format(0.015) ayers(0.014) | thought(0.331) Thought(0.238) Thought(0.160) | out(0.675) up(0.303) )Skip(0.021) | evil(0.708) 纯洁(0.061) 邪恶(0.050) | foot(0.504) 学习集(0.165) hoof(0.160) |
| 38 | (0.112) 挂(0.054) 2(0.039) | thought(0.514) Thought(0.259) Thought(0.107) | up(0.566) out(0.432) of(0.000) | pure(0.880) 纯洁(0.049) 纯(0.022) | foot(0.818) hoof(0.149) 学习集(0.020) |
| 39 | (0.122) 挂(0.054) 2(0.038) | thought(0.962) Thought(0.023) thought(0.011) | up(0.997) out(0.001) of(0.001) | evil(0.992) Evil(0.004) 邪恶(0.002) | foot(0.935) hoof(0.062) 脚(0.001) |
| 40 | (0.081) onth(0.044) <p(0.037) | thought(0.993) Thought(0.005) thought(0.002) | up(0.996) of(0.003) out(0.001) | an(0.594) evil(0.365) a(0.034) | foot(0.949) hoof(0.047) feet(0.001) |
| 41 | (0.797) (0.031) #!/(0.030) | thought(0.999) thought(0.001) Thought(0.000) | up(0.873) of(0.106) -up(0.013) | an(0.998) evil(0.001) an(0.001) | foot(1.000) foot(0.000) hoof(0.000) |
| 42 | (0.873) (0.029) (0.005) | thought(0.972) (0.015) thought(0.001) | up(0.871) of(0.129) by(0.000) | an(0.999) a(0.001) evil(0.000) | foot(0.998) (0.002) hoof(0.000) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1290.200897 | 1405.230347 | ████████████████████████████████████████ |
| 10 | 515.406910 | 586.961121 | ████████████████████████████████████████ |
| 20 | 524.382383 | 697.841858 | ████████████████████████████████████████ |
| 30 | 457.506393 | 547.942993 | ████████████████████████████████████████ |
| 42 | 441.449970 | 451.601074 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| ch_01_the_twin_verses | 0 | 824 | 147.161 |
| ch_05_the_fool | 0 | 617 | 126.478 |
| ch_06_the_wise_man_pandita | 0 | 561 | 116.131 |
| ch_07_the_venerable_arhat | 0 | 392 | 99.08 |
| ch_13_the_world | 0 | 406 | 101.451 |
| ch_14_the_buddha_the_awakened | 0 | 673 | 129.709 |
| ch_19_the_just | 0 | 610 | 121.064 |
| ch_22_the_downward_course | 0 | 546 | 116.393 |
| ch_23_the_elephant | 0 | 550 | 116.08 |
| ch_25_the_bhikshu_mendicant | 0 | 920 | 158.749 |
| ch_26_the_brahmana_arhat | 0 | 1024 | 168.923 |
Samples analyzed: 11. Showing first: 1_nephi#0 (seqlen=1024).
| Layer | Pos 0 | Pos 16 | Pos 32 | Pos 48 | Pos 64 |
|---|---|---|---|---|---|
| 0 | dével(0.159) .rm(0.145) económ(0.109) | petabits(0.994) buruj(0.006) komon(0.000) | petabits(0.958) buruj(0.039) talags(0.001) | petabits(0.812) talags(0.177) buruj(0.004) | few(0.814) rach(0.091) multitude(0.023) |
| 1 | .rm(0.231) dével(0.160) económ(0.077) | petabits(0.975) buruj(0.024) talay(0.000) | petabits(0.912) buruj(0.071) talags(0.008) | petabits(0.501) talags(0.483) buruj(0.005) | few(0.832) rach(0.074) multitude(0.023) |
| 2 | .rm(0.289) dével(0.133) económ(0.054) | petabits(0.979) buruj(0.020) talay(0.000) | petabits(0.970) buruj(0.019) talags(0.003) | petabits(0.638) talags(0.300) buruj(0.004) | few(0.864) rach(0.055) multitude(0.017) |
| 3 | dével(0.320) económ(0.225) .rm(0.108) | petabits(0.993) buruj(0.004) talags(0.001) | petabits(0.935) talags(0.011) buruj(0.010) | talags(0.826) petabits(0.138) hilabihan(0.002) | few(0.928) rach(0.036) multitude(0.006) |
| 4 | dével(0.753) دايره(0.038) فريب(0.035) | petabits(0.738) buruj(0.217) nasod(0.012) | petabits(0.436) buruj(0.357) talags(0.036) | talags(0.654) petabits(0.275) buruj(0.009) | few(0.923) rach(0.048) uras(0.004) |
| 5 | aria(0.353) Aires(0.103) bench(0.098) | petabits(0.568) buruj(0.361) talags(0.019) | petabits(0.374) buruj(0.278) talags(0.128) | talags(0.894) petabits(0.073) hilabihan(0.012) | few(0.936) rach(0.039) propensity(0.006) |
| 6 | Aires(0.617) aria(0.095) inn(0.036) | buruj(0.567) petabits(0.301) talags(0.064) | buruj(0.323) talags(0.291) petabits(0.184) | talags(0.948) petabits(0.022) hilabihan(0.009) | few(0.868) rach(0.039) propensity(0.030) |
| 7 | Aires(0.336) aria(0.115) contr(0.067) | petabits(0.446) buruj(0.326) talags(0.132) | talags(0.506) petabits(0.174) buruj(0.054) | talags(0.954) petabits(0.018) aturik(0.011) | few(0.867) rach(0.032) 尷(0.029) |
| 8 | contr(0.201) Aires(0.146) aria(0.113) | buruj(0.345) petabits(0.230) talags(0.191) | hilab(0.408) talags(0.281) petabits(0.108) | talags(0.940) aturik(0.031) hilabihan(0.011) | few(0.846) propensity(0.052) 尷(0.048) |
| 9 | aria(0.170) recursively(0.031) Aires(0.026) | talags(0.740) buruj(0.051) kinaug(0.048) | talags(0.900) hilab(0.030) aturik(0.014) | talags(0.993) aturik(0.003) hilabihan(0.003) | few(0.794) propensity(0.104) rach(0.027) |
| 10 | aria(0.140) 珑(0.035) recursively(0.029) | buruj(0.463) munisipyo(0.197) talags(0.122) | talags(0.830) hilab(0.053) buruj(0.018) | talags(0.981) aturik(0.011) Nieukerken(0.005) | few(0.807) propensity(0.072) 尷(0.034) |
| 11 | aria(0.063) 珑(0.047) recursively(0.045) | munisipyo(0.325) buruj(0.249) dével(0.141) | talags(0.893) hilab(0.038) Nieukerken(0.010) | talags(0.975) aturik(0.011) Nieukerken(0.010) | few(0.790) 尷(0.062) propensity(0.057) |
| 12 | домаћинствима(0.059) TaxonID(0.042) 珑(0.041) | dével(0.490) munisipyo(0.175) buruj(0.127) | talags(0.715) hilab(0.168) aturik(0.024) | talags(0.957) aturik(0.022) Nieukerken(0.015) | few(0.574) 尷(0.145) propensity(0.085) |
| 13 | домаћинствима(0.136) gilay(0.119) TaxonID(0.085) | munisipyo(0.355) dével(0.300) buruj(0.117) | talags(0.576) hilab(0.281) gilay(0.024) | talags(0.923) Nieukerken(0.036) aturik(0.030) | few(0.427) propensity(0.169) 尷(0.066) |
| 14 | домаћинствима(0.141) gilay(0.113) TaxonID(0.085) | dével(0.571) buruj(0.176) munisipyo(0.089) | hilab(0.669) talags(0.201) gilay(0.039) | talags(0.762) aturik(0.106) Nieukerken(0.105) | propensity(0.335) few(0.303) 尷(0.045) |
| 15 | домаћинствима(0.154) gilay(0.140) TaxonID(0.085) | dével(0.814) buruj(0.141) Didži(0.014) | hilab(0.476) buruj(0.112) nahil(0.107) | talags(0.550) hilab(0.094) aturik(0.050) | few(0.235) 尷(0.184) prophetic(0.083) |
| 16 | домаћинствима(0.149) gilay(0.128) TaxonID(0.083) | dével(0.978) buruj(0.015) kinaug(0.004) | hilab(0.835) buruj(0.035) dével(0.033) | cryptocur(0.102) hilab(0.094) Pel(0.074) | 尷(0.436) prophetic(0.176) 西班(0.061) |
| 17 | домаћинствима(0.143) gilay(0.135) TaxonID(0.083) | dével(0.986) buruj(0.007) hilab(0.003) | hilab(0.822) dével(0.086) nahil(0.022) | hilab(0.110) dével(0.102) pel(0.089) | 尷(0.829) prophetic(0.090) prophet(0.036) |
| 18 | gilay(0.141) домаћинствима(0.121) TaxonID(0.101) | dével(0.987) Didži(0.007) >`(0.002) | dével(0.500) truth(0.111) Didži(0.077) | [`(0.075) aturik(0.073) Ezekiel(0.062) | prophetic(0.401) 尷(0.099) prophet(0.071) |
| 19 | gilay(0.232) домаћинствима(0.173) TaxonID(0.089) | dével(0.184) böjnings(0.086) giiniton(0.072) | böjnings(0.357) -cor(0.131) [id(0.038) | guarantees(0.131) garant(0.110) -speaking(0.093) | few(0.555) lot(0.210) couple(0.094) |
| 20 | домаћинствима(0.255) TaxonID(0.236) gilay(0.205) | dével(0.395) licensierad(0.222) böjnings(0.022) | -ranked(0.105) -cor(0.101) böjnings(0.064) | impossibility(0.169) -speaking(0.126) -ranked(0.040) | few(0.545) lot(0.190) couple(0.186) |
| 21 | TaxonID(0.654) домаћинствима(0.125) gilay(0.026) | dével(0.287) licensierad(0.239) Πηγές(0.053) | 观念的(0.162) licensierad(0.068) TaxonID(0.059) | impossibility(0.172) 琰(0.097) -speaking(0.051) | few(0.389) lot(0.340) couple(0.161) |
| 22 | dátummal(0.931) TaxonID(0.044) домаћинствима(0.009) | licensierad(0.372) dével(0.104) Πηγές(0.027) | 观念的(0.100) buruj(0.045) 他的话(0.042) | 琰(0.232) multimédias(0.075) -speaking(0.050) | 学习集(0.291) lot(0.244) few(0.206) |
| 23 | dátummal(0.964) TaxonID(0.022) домаћинствима(0.005) | böjnings(0.395) originalet(0.060) dével(0.041) | -cor(0.035) månaden(0.028) _g(0.026) | multimédias(0.058) 琰(0.032) Pronúncia(0.032) | 学习集(0.460) lot(0.279) few(0.051) |
| 24 | dátummal(0.704) TaxonID(0.247) домаћинствима(0.013) | originalet(0.253) böjnings(0.148) licensierad(0.060) | licensierad(0.084) kinain(0.060) månaden(0.035) | multimédias(0.212) Wikisource(0.043) Pronúncia(0.026) | lot(0.602) venge(0.092) glimpse(0.057) |
| 25 | dátummal(0.755) TaxonID(0.205) домаћинствима(0.011) | (0.234) originalet(0.227) dével(0.201) | länkar(0.061) -cor(0.047) _g(0.040) | multimédias(0.262) Pronúncia(0.041) \(0.034) | venge(0.360) lot(0.219) glimpse(0.118) |
| 26 | dátummal(0.880) TaxonID(0.101) ينا(0.007) | (0.346) originalet(0.168) dével(0.144) | länkar(0.055) buruj(0.045) _g(0.033) | multimédias(0.393) mpandray(0.043) \(0.029) | venge(0.417) lot(0.241) 学习集(0.084) |
| 27 | dátummal(0.628) TaxonID(0.168) ANU(0.057) | originalet(0.438) nahil(0.141) (0.109) | kinain(0.471) licensierad(0.179) månaden(0.036) | multimédias(0.303) originalet(0.083) mpandray(0.046) | glimpse(0.262) couple(0.239) venge(0.154) |
| 28 | TaxonID(0.599) Septy(0.170) proiektuak(0.090) | originalet(0.859) nahil(0.057) licensierad(0.038) | kinain(0.745) licensierad(0.096) αρσεν(0.019) | originalet(0.254) αρσεν(0.152) multimédias(0.124) | profound(0.381) 学习集(0.163) venge(0.100) |
| 29 | TaxonID(0.548) Septy(0.168) proiektuak(0.126) | originalet(0.776) nahil(0.168) kinain(0.018) | kinain(0.812) originalet(0.030) 稣(0.013) | multimédias(0.202) originalet(0.191) αρσεν(0.092) | 学习集(0.486) profound(0.210) venge(0.066) |
| 30 | proiektuak(0.367) dátummal(0.187) ينا(0.148) | nahil(0.828) originalet(0.145) kinain(0.014) | kinain(0.611) nahil(0.138) 稣(0.080) | 稣(0.255) multimédias(0.222) originalet(0.168) | profound(0.185) great(0.113) veil(0.094) |
| 31 | proiektuak(0.274) dátummal(0.245) ينا(0.183) | nahil(0.883) originalet(0.103) nakalista(0.006) | kinain(0.636) fold(0.058) månaden(0.027) | multimédias(0.359) originalet(0.163) \(0.043) | sesu(0.854) nahil(0.052) profound(0.045) |
| 32 | dátummal(0.452) proiektuak(0.225) زياح(0.179) | nahil(0.822) originalet(0.158) nakalista(0.011) | kinain(0.278) Mormon(0.207) fold(0.062) | multimédias(0.348) originalet(0.093) \(0.049) | knowledge(0.414) Knowledge(0.317) profound(0.056) |
| 33 | dátummal(0.963) Giya(0.018) Hakut(0.003) | originalet(0.882) nahil(0.093) dátummal(0.009) | originalet(0.158) licensierad(0.156) dével(0.098) | originalet(0.762) multimédias(0.129) αρσεν(0.011) | knowledge(0.370) Knowledge(0.267) sesu(0.095) |
| 34 | dátummal(0.868) proiektuak(0.049) زياح(0.042) | originalet(0.858) nahil(0.124) dátummal(0.012) | licensierad(0.281) sorrow(0.191) originalet(0.099) | originalet(0.887) multimédias(0.086) αρσεν(0.008) | knowledge(0.431) Knowledge(0.250) Knowledge(0.120) |
| 35 | datasetId(0.682) ellationToken(0.097) 死不(0.022) | originalet(0.502) dátummal(0.072) #line(0.052) | sorrow(0.600) troubles(0.238) griev(0.025) | +\(0.501) multimédias(0.149) embra(0.084) | knowledge(0.809) Knowledge(0.128) Knowledge(0.050) |
| 36 | datasetId(0.254) fi(0.023) ey(0.019) | السماوى(0.277) dátummal(0.209) originalet(0.160) | sorrow(0.599) troubles(0.277) griev(0.041) | multimédias(0.863) +\(0.019) commended(0.010) | knowledge(0.833) Knowledge(0.079) Knowledge(0.070) |
| 37 | datasetId(0.052) ayers(0.015) format(0.012) | mempun(0.154) الجرم(0.141) dátummal(0.074) | troubles(0.280) trib(0.198) dátummal(0.088) | commended(0.772) favored(0.065) enerated(0.016) | knowledge(0.806) Knowledge(0.099) Knowledge(0.083) |
| 38 | (0.129) 挂(0.052) 敬(0.039) | الجرم(0.341) mempun(0.302) المطلع(0.099) | trib(0.787) aff(0.077) Trib(0.048) | favored(0.979) favoured(0.018) commended(0.001) | knowledge(0.942) Knowledge(0.028) Knowledge(0.023) |
| 39 | (0.141) 挂(0.052) 敬(0.038) | instructed(0.819) taught(0.076) blessed(0.026) | aff(0.598) aff(0.191) Aff(0.179) | favored(0.996) fav(0.003) favoured(0.001) | knowledge(0.910) Knowledge(0.043) Knowledge(0.022) |
| 40 | (0.060) onth(0.053) <p(0.034) | instructed(0.899) taught(0.098) ordained(0.001) | aff(0.551) aff(0.375) Aff(0.047) | favored(0.994) fav(0.005) favoured(0.000) | great(0.824) knowledge(0.172) great(0.002) |
| 41 | (0.736) #!/(0.044) (0.026) | taught(0.984) instructed(0.015) teaches(0.000) | aff(0.604) aff(0.228) 'aff(0.167) | favored(0.991) fav(0.006) favoured(0.002) | great(0.991) knowledge(0.008) great(0.001) |
| 42 | (0.896) (0.025) (0.006) | ta(0.893) taught(0.038) #(0.006) | aff(0.999) 'aff(0.001) t(0.000) | fav(0.999) f(0.000) 2(0.000) | great(1.000) perfect(0.000) great(0.000) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1118.133247 | 1209.799683 | ████████████████████████████████████████ |
| 10 | 438.386532 | 523.266113 | ████████████████████████████████████████ |
| 20 | 447.137104 | 550.633972 | ████████████████████████████████████████ |
| 30 | 472.333502 | 681.613464 | ████████████████████████████████████████ |
| 42 | 370.198736 | 375.604370 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| 1_nephi | 0 | 1024 | 167.59 |
| 2_nephi | 1 | 1024 | 170.541 |
| enos | 0 | 1024 | 166.975 |
| words_of_mormon | 0 | 1024 | 166.741 |
| mosiah | 2 | 1024 | 168.37 |
| alma | 2 | 1024 | 165.232 |
| alma | 5 | 1024 | 167.336 |
| helaman | 1 | 1024 | 167.723 |
| 3_nephi | 2 | 1024 | 167.733 |
| ether | 0 | 1024 | 167.262 |
| moroni | 0 | 1024 | 167.338 |
Samples analyzed: 11. Showing first: book_01_hsio_r#0 (seqlen=1024).
| Layer | Pos 0 | Pos 16 | Pos 32 | Pos 48 | Pos 64 |
|---|---|---|---|---|---|
| 0 | hilab(0.291) buruj(0.156) cryptocur(0.055) | المجره(0.492) ings(0.153) .microsoft(0.048) | satisfy(0.246) pper(0.094) be(0.091) | few(0.244) priori(0.144) uteur(0.122) | advantage(0.966) away(0.030) advant(0.002) |
| 1 | cryptocur(0.120) 炉(0.071) hilab(0.068) | المجره(0.635) ings(0.127) .microsoft(0.021) | satisfy(0.205) maintain(0.111) be(0.094) | few(0.215) priori(0.137) ustin(0.125) | advantage(0.972) away(0.025) care(0.001) |
| 2 | cryptocur(0.197) hilab(0.057) 炉(0.055) | المجره(0.697) ings(0.080) 虧(0.031) | be(0.136) satisfy(0.120) maintain(0.109) | few(0.211) priori(0.148) uteur(0.111) | advantage(0.977) away(0.020) advant(0.001) |
| 3 | cryptocur(0.322) hilab(0.320) buruj(0.084) | المجره(0.589) 虧(0.066) ings(0.034) | be(0.243) maintain(0.126) see(0.058) | few(0.392) priori(0.126) uteur(0.104) | advantage(0.976) away(0.021) advant(0.001) |
| 4 | dével(0.972) buruj(0.011) poons(0.009) | المجره(0.424) 虧(0.139) ings(0.046) | maintain(0.154) be(0.150) see(0.075) | uteur(0.407) few(0.233) rach(0.068) | advantage(0.995) away(0.003) advant(0.001) |
| 5 | Aires(0.208) aria(0.138) bench(0.071) | المجره(0.410) 虧(0.151) ings(0.042) | be(0.113) see(0.076) minimize(0.066) | uteur(0.315) few(0.210) rach(0.113) | advantage(0.995) away(0.003) advant(0.001) |
| 6 | Aires(0.669) aria(0.072) inn(0.026) | المجره(0.539) 虧(0.111) talags(0.029) | minimise(0.131) be(0.103) minimize(0.065) | uteur(0.492) rach(0.172) few(0.054) | advantage(0.992) away(0.006) advant(0.001) |
| 7 | Aires(0.389) aria(0.089) contr(0.062) | المجره(0.634) 虧(0.075) talags(0.050) | minimise(0.170) be(0.098) minimize(0.071) | uteur(0.530) rach(0.131) aset(0.047) | advantage(0.992) away(0.007) advant(0.001) |
| 8 | contr(0.196) Aires(0.173) aria(0.094) | المجره(0.699) 虧(0.057) talags(0.042) | minimise(0.141) be(0.088) minimize(0.079) | uteur(0.556) rach(0.112) aset(0.054) | advantage(0.991) away(0.007) advant(0.002) |
| 9 | aria(0.115) ANU(0.061) recursively(0.046) | المجره(0.299) 虧(0.106) ings(0.042) | minimise(0.216) minimize(0.126) be(0.050) | uteur(0.568) rach(0.135) aset(0.038) | advantage(0.985) away(0.012) advant(0.002) |
| 10 | aria(0.103) ANU(0.053) recursively(0.042) | المجره(0.622) 虧(0.077) hilabihan(0.046) | minimise(0.207) minimize(0.085) be(0.047) | uteur(0.433) rach(0.137) worthy(0.101) | advantage(0.990) away(0.007) advant(0.002) |
| 11 | TaxonID(0.081) recursively(0.059) aria(0.047) | المجره(0.881) hilabihan(0.024) 虧(0.013) | minimise(0.223) minimize(0.094) be(0.047) | uteur(0.423) worthy(0.159) rach(0.128) | advantage(0.991) away(0.005) advant(0.002) |
| 12 | TaxonID(0.075) ахархой(0.059) ANU(0.035) | المجره(0.525) hilabihan(0.087) talags(0.062) | minimise(0.226) minimize(0.068) translate(0.062) | uteur(0.601) worthy(0.150) rach(0.060) | advantage(0.992) away(0.006) advant(0.002) |
| 13 | TaxonID(0.145) gilay(0.112) домаћинствима(0.079) | المجره(0.777) hilabihan(0.016) talags(0.014) | minimise(0.315) minimize(0.084) be(0.038) | uteur(0.641) worthy(0.100) rach(0.083) | advantage(0.992) away(0.005) advant(0.001) |
| 14 | TaxonID(0.146) gilay(0.107) домаћинствима(0.081) | المجره(0.711) Heb(0.028) 习(0.014) | minimise(0.319) translate(0.054) minimize(0.039) | uteur(0.657) worthy(0.136) rach(0.061) | advantage(0.988) away(0.008) וניב(0.002) |
| 15 | TaxonID(0.142) gilay(0.094) домаћинствима(0.093) | المجره(0.506) Heb(0.100) hilabihan(0.025) | minimise(0.389) translate(0.066) minimize(0.028) | uteur(0.573) worthy(0.209) winner(0.040) | advantage(0.991) away(0.006) וניב(0.002) |
| 16 | TaxonID(0.146) домаћинствима(0.090) gilay(0.086) | المجره(0.192) Heb(0.137) apprend(0.041) | minimise(0.194) translate(0.136) hinder(0.031) | uteur(0.669) worthy(0.154) 合格的(0.013) | advantage(0.992) away(0.004) וניב(0.003) |
| 17 | TaxonID(0.137) gilay(0.091) домаћинствима(0.089) | المجره(0.299) Heb(0.069) apprend(0.033) | translate(0.194) minimise(0.124) coll(0.037) | uteur(0.674) worthy(0.208) winner(0.012) | advantage(0.995) away(0.002) advant(0.001) |
| 18 | TaxonID(0.161) gilay(0.092) ахархой(0.089) | المجره(0.099) Heb(0.065) ings(0.040) | translate(0.219) advocate(0.078) coll(0.078) | uteur(0.664) worthy(0.179) winner(0.022) | advantage(0.991) וניב(0.004) away(0.003) |
| 19 | TaxonID(0.287) gilay(0.078) домаћинствима(0.072) | Heb(0.156) 癫�(0.115) iong(0.066) | be(0.334) receive(0.107) 学习集(0.072) | rouse(0.503) uteur(0.263) handsome(0.046) | advantage(0.999) advant(0.001) away(0.000) |
| 20 | TaxonID(0.532) домаћинствима(0.112) gilay(0.078) | Heb(0.178) 癫�(0.082) ings(0.068) | be(0.340) 学习集(0.190) receive(0.063) | rouse(0.341) uteur(0.309) worthy(0.083) | advantage(0.999) advant(0.001) away(0.000) |
| 21 | TaxonID(0.873) домаћинствима(0.033) talags(0.009) | 癫�(0.225) Heb(0.175) 習(0.075) | 学习集(0.630) be(0.086) receive(0.034) | rouse(0.320) uteur(0.284) worthy(0.133) | advantage(0.998) advant(0.002) away(0.000) |
| 22 | dátummal(0.675) TaxonID(0.277) домаћинствима(0.011) | 癫�(0.279) 習(0.156) Heb(0.110) | 学习集(0.725) be(0.052) receive(0.027) | rouse(0.451) uteur(0.177) worthy(0.121) | advantage(0.996) advant(0.004) away(0.000) |
| 23 | dátummal(0.491) TaxonID(0.467) ANU(0.010) | 癫�(0.277) 習(0.106) етра(0.089) | 学习集(0.780) be(0.030) achieve(0.022) | rouse(0.493) uteur(0.125) worthy(0.110) | advantage(0.994) advant(0.005) away(0.000) |
| 24 | TaxonID(0.852) dátummal(0.111) ينا(0.018) | 癫�(0.560) 習(0.152) 忑(0.063) | pper(0.266) receive(0.118) 学习集(0.115) | worthy(0.318) rouse(0.235) handsome(0.153) | advantage(0.984) advant(0.015) away(0.001) |
| 25 | TaxonID(0.845) dátummal(0.121) ينا(0.016) | средњим(0.330) 習(0.231) Paglin(0.192) | pper(0.401) 学习集(0.100) achieve(0.073) | credited(0.631) uteur(0.273) chy(0.010) | advantage(0.969) advant(0.018) away(0.012) |
| 26 | TaxonID(0.724) dátummal(0.247) ينا(0.017) | 習(0.655) средњим(0.157) Paglin(0.043) | pper(0.431) receive(0.144) achieve(0.078) | credited(0.517) uteur(0.208) gentleman(0.073) | advantage(0.976) advant(0.019) away(0.003) |
| 27 | dátummal(0.589) TaxonID(0.203) ANU(0.060) | 習(0.355) Paglin(0.326) adaghan(0.095) | receive(0.266) pper(0.245) achieve(0.067) | credited(0.342) uteur(0.240) 君子(0.130) | advantage(0.927) advant(0.047) Roskov(0.012) |
| 28 | TaxonID(0.586) Septy(0.366) ينا(0.018) | 習(0.892) 习(0.057) средњим(0.032) | receive(0.201) attain(0.100) pper(0.064) | 君子(0.335) uteur(0.326) gentleman(0.164) | advantage(0.370) וניב(0.282) advant(0.223) |
| 29 | TaxonID(0.568) Septy(0.387) ينا(0.018) | 習(0.901) 习(0.073) ativid(0.008) | receive(0.349) pper(0.085) imitate(0.049) | 君子(0.953) gentleman(0.015) uteur(0.006) | advantage(0.381) advant(0.236) וניב(0.187) |
| 30 | TaxonID(0.307) ينا(0.275) proiektuak(0.100) | 習(0.847) 习(0.116) Fylke(0.010) | receive(0.237) practise(0.107) translate(0.087) | 君子(0.716) 圣人(0.098) worthy(0.082) | advantage(0.727) advant(0.233) _“_(0.016) |
| 31 | TaxonID(0.300) ينا(0.297) الانزياح(0.076) | 習(0.816) 习(0.076) cryptocur(0.036) | 我的朋友(0.286) practice(0.157) receive(0.108) | 君子(0.720) worthy(0.109) gentleman(0.052) | advantage(0.768) advant(0.173) ►▼(0.012) |
| 32 | Septy(0.222) dátummal(0.199) TaxonID(0.137) | 習(0.654) Fylke(0.143) 习(0.113) | practised(0.510) practise(0.101) friends(0.078) | 君子(0.557) worthy(0.131) gentleman(0.118) | advantage(0.627) heed(0.160) advant(0.137) |
| 33 | dátummal(0.978) Giya(0.010) Hakut(0.001) | dével(0.309) 習(0.303) 习(0.086) | practise(0.145) 远方(0.141) 我的朋友(0.136) | 稣(0.410) 君子(0.170) gentleman(0.082) | advantage(0.633) heed(0.098) advant(0.077) |
| 34 | dátummal(0.886) وتسجيلات(0.075) للمعارف(0.017) | 習(0.337) cryptocur(0.241) 习(0.188) | friends(0.507) receive(0.299) 我的朋友(0.041) | 稣(0.331) nahil(0.234) worthy(0.042) | offence(0.798) etxek(0.044) note(0.029) |
| 35 | datasetId(0.264) 杏(0.013) pe(0.011) | cryptocur(0.723) 習(0.095) •#(0.072) | receive(0.696) have(0.191) acquire(0.024) | nahil(0.515) ———————————————————— (0.384) 忑(0.018) | note(0.946) notice(0.023) nota(0.022) |
| 36 | #(0.031) 3(0.019) 联(0.017) | cryptocur(0.864) •#(0.084) بتكون(0.016) | practise(0.550) receive(0.329) entertain(0.036) | nahil(0.337) sesu(0.295) virtuous(0.052) | note(0.935) etxek(0.023) nota(0.015) |
| 37 | 2(0.052) 0(0.021) TPS(0.016) | cryptocur(0.673) constantly(0.061) بتكون(0.030) | receive(0.403) have(0.276) иметь(0.144) | }<?(0.496) nahil(0.118) sesu(0.057) | note(0.873) newcom(0.044) nota(0.032) |
| 38 | 2(0.086) 挂(0.051) (0.032) | constantly(0.496) cryptocur(0.380) continually(0.024) | have(0.569) receive(0.171) иметь(0.092) | sage(0.503) man(0.184) Sage(0.095) | note(0.616) nota(0.340) newcom(0.025) |
| 39 | 2(0.086) 挂(0.052) (0.033) | constantly(0.760) with(0.202) practising(0.019) | have(0.917) иметь(0.040) have(0.011) | man(0.999) sage(0.000) Man(0.000) | no(0.973) -no(0.010) note(0.009) |
| 40 | (0.053) onth(0.030) <p(0.020) | with(0.547) constantly(0.440) with(0.008) | have(0.988) have(0.005) Have(0.005) | man(0.999) Man(0.000) student(0.000) | no(0.996) note(0.003) -no(0.001) |
| 41 | (0.754) (0.046) #!/(0.022) | with(0.971) constantly(0.027) practising(0.000) | have(0.996) have(0.003) -have(0.000) | man(0.995) sage(0.002) student(0.001) | no(0.999) _no(0.000) -no(0.000) |
| 42 | (0.685) (0.037) 2(0.017) | with(0.931) (0.060) (0.001) | have(1.000) have(0.000) -have(0.000) | man(1.000) sage(0.000) student(0.000) | no(0.999) not(0.000) note(0.000) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1062.519562 | 1137.416870 | ████████████████████████████████████████ |
| 10 | 452.015646 | 566.630005 | ████████████████████████████████████████ |
| 20 | 532.904884 | 669.568848 | ████████████████████████████████████████ |
| 30 | 593.085926 | 775.226501 | ████████████████████████████████████████ |
| 42 | 423.863684 | 428.382416 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| book_01_hsio_r | 0 | 1024 | 167.07 |
| book_03_pa_yih | 0 | 1024 | 167.336 |
| book_05_kung_ye_ch_ang | 0 | 1024 | 169.035 |
| book_07_shu_r | 0 | 1024 | 169.145 |
| book_09_tsze_han | 0 | 1024 | 168.676 |
| book_11_hsien_tsin | 0 | 1024 | 166.905 |
| book_13_tsze_lu | 0 | 1024 | 168.817 |
| book_15_wei_ling_kung | 0 | 1024 | 169.558 |
| book_17_yang_ho | 0 | 1024 | 168.639 |
| book_19_tsze_chang | 0 | 1024 | 167.051 |
| book_20_yao_yueh | 0 | 977 | 163.199 |
Samples analyzed: 3. Showing first: isa#0 (seqlen=1024).
| Layer | Pos 0 | Pos 16 | Pos 32 | Pos 48 | Pos 64 |
|---|---|---|---|---|---|
| 0 | µin(0.185) .ar(0.063) �(0.050) | nt(0.306) rael(0.215) /is(0.170) | hearted(0.997) -hearted(0.001) -body(0.001) | afar(0.542) /to(0.310) scratch(0.094) | <｜begin▁of▁file｜>(0.953) []((0.037) atur(0.002) |
| 1 | �(0.085) .ar(0.055) anas(0.047) | nt(0.305) /is(0.209) rael(0.195) | hearted(0.995) -body(0.002) -hearted(0.001) | afar(0.567) /to(0.314) scratch(0.062) | <｜begin▁of▁file｜>(0.922) []((0.059) atur(0.003) |
| 2 | �(0.086) dével(0.066) µin(0.051) | nt(0.312) /is(0.238) rael(0.144) | hearted(0.982) -body(0.009) -hearted(0.002) | afar(0.560) /to(0.340) scratch(0.038) | <｜begin▁of▁file｜>(0.956) средњим(0.024) []((0.009) |
| 3 | dével(0.388) µin(0.270) nahil(0.041) | /is(0.406) nt(0.260) olation(0.126) | hearted(0.982) -body(0.008) -hearted(0.003) | /to(0.467) afar(0.407) whence(0.050) | <｜begin▁of▁file｜>(0.946) atur(0.017) средњим(0.013) |
| 4 | dével(0.998) # (0.000) .rm(0.000) | /is(0.735) nt(0.125) rael(0.086) | hearted(0.976) للمعارف(0.007) -body(0.006) | /to(0.702) afar(0.187) јуну(0.038) | средњим(0.841) <｜begin▁of▁file｜>(0.080) atur(0.018) |
| 5 | aria(0.293) arian(0.126) Aires(0.079) | /is(0.789) rael(0.092) nt(0.089) | hearted(0.953) للمعارف(0.024) -hearted(0.006) | /to(0.739) afar(0.163) whence(0.039) | средњим(0.722) <｜begin▁of▁file｜>(0.152) atur(0.021) |
| 6 | Aires(0.596) aria(0.095) inn(0.049) | /is(0.921) rael(0.046) nt(0.020) | hearted(0.965) زياح(0.008) -hearted(0.005) | /to(0.554) afar(0.277) whence(0.109) | <｜begin▁of▁file｜>(0.539) средњим(0.175) atur(0.020) |
| 7 | Aires(0.325) aria(0.115) contr(0.061) | /is(0.892) rael(0.056) osceles(0.034) | hearted(0.951) زياح(0.013) للمعارف(0.007) | /to(0.592) afar(0.290) whence(0.050) | <｜begin▁of▁file｜>(0.441) средњим(0.175) hilab(0.039) |
| 8 | contr(0.198) Aires(0.140) aria(0.109) | /is(0.797) rael(0.100) osceles(0.070) | hearted(0.861) زياح(0.048) للمعارف(0.020) | /to(0.574) afar(0.299) whence(0.047) | <｜begin▁of▁file｜>(0.298) средњим(0.153) hilab(0.077) |
| 9 | aria(0.139) recursively(0.043) ANU(0.043) | /is(0.831) rael(0.093) osceles(0.054) | hearted(0.871) للمعارف(0.049) زياح(0.021) | afar(0.451) /to(0.356) 何处(0.058) | средњим(0.288) <｜begin▁of▁file｜>(0.059) رشف(0.037) |
| 10 | aria(0.119) recursively(0.039) ANU(0.037) | /is(0.892) rael(0.077) osceles(0.015) | hearted(0.763) للمعارف(0.103) زياح(0.028) | /to(0.444) afar(0.430) 何处(0.032) | средњим(0.215) hilab(0.109) <｜begin▁of▁file｜>(0.069) |
| 11 | TaxonID(0.105) recursively(0.052) aria(0.051) | /is(0.844) dinhi(0.049) olation(0.022) | hearted(0.617) económ(0.165) للمعارف(0.115) | /to(0.499) afar(0.382) 何处(0.043) | económ(0.339) hilab(0.045) средњим(0.043) |
| 12 | TaxonID(0.089) домаћинствима(0.057) gilay(0.054) | /is(0.976) olation(0.006) dinhi(0.005) | hearted(0.654) económ(0.127) dátummal(0.065) | /to(0.619) afar(0.279) 何处(0.023) | económ(0.188) hilab(0.055) <｜begin▁of▁file｜>(0.035) |
| 13 | gilay(0.169) TaxonID(0.146) домаћинствима(0.116) | /is(0.977) económ(0.008) basihan(0.006) | hearted(0.762) económ(0.098) للمعارف(0.039) | /to(0.420) afar(0.384) scr(0.035) | económ(0.594) hilab(0.032) UB(0.028) |
| 14 | gilay(0.162) TaxonID(0.149) домаћинствима(0.124) | /is(0.969) basihan(0.011) económ(0.008) | hearted(0.712) económ(0.117) dátummal(0.032) | /to(0.476) afar(0.342) scr(0.031) | económ(0.703) hilab(0.021) <｜begin▁of▁file｜>(0.017) |
| 15 | gilay(0.169) домаћинствима(0.151) TaxonID(0.125) | /is(0.974) basihan(0.007) dinhi(0.005) | hearted(0.783) económ(0.059) dátummal(0.033) | /to(0.502) afar(0.337) scr(0.026) | económ(0.142) UB(0.107) UB(0.058) |
| 16 | домаћинствима(0.155) gilay(0.153) TaxonID(0.123) | /is(0.967) dinhi(0.003) condensed(0.002) | hearted(0.765) económ(0.122) dátummal(0.037) | /to(0.487) afar(0.345) 何处(0.032) | económ(0.655) hilab(0.087) UB(0.050) |
| 17 | gilay(0.161) домаћинствима(0.151) TaxonID(0.117) | /is(0.984) dinhi(0.001) uo(0.001) | económ(0.460) hearted(0.372) dátummal(0.108) | /to(0.585) afar(0.131) 何处(0.042) | UB(0.184) hilab(0.147) UB(0.057) |
| 18 | gilay(0.166) TaxonID(0.142) домаћинствима(0.123) | /is(0.942) económ(0.014) dinhi(0.011) | económ(0.946) dátummal(0.022) hearted(0.015) | /to(0.350) afar(0.236) originalet(0.083) | hilab(0.312) UB(0.277) UB(0.062) |
| 19 | gilay(0.519) TaxonID(0.085) домаћинствима(0.067) | /is(0.974) rael(0.013) osceles(0.008) | dátummal(0.928) hearted(0.037) económ(0.025) | originalet(0.976) /to(0.015) afar(0.004) | 年前已回答(0.085) SCR(0.052) 本题分析(0.043) |
| 20 | gilay(0.403) TaxonID(0.233) домаћинствима(0.126) | /is(0.985) nt(0.006) rael(0.004) | dátummal(0.888) hearted(0.068) económ(0.014) | originalet(0.990) /to(0.006) afar(0.001) | 本题分析(0.085) 年前已回答(0.083) SCR(0.050) |
| 21 | TaxonID(0.711) домаћинствима(0.071) gilay(0.061) | /is(0.977) nt(0.009) osceles(0.007) | dátummal(0.514) hearted(0.337) للمعارف(0.032) | originalet(0.970) /to(0.024) afar(0.002) | 本题分析(0.112) SCR(0.051) 学习集(0.047) |
| 22 | dátummal(0.946) TaxonID(0.040) домаћинствима(0.004) | /is(0.976) osceles(0.012) rael(0.008) | dátummal(0.567) hearted(0.148) económ(0.075) | originalet(0.963) anhianhi(0.022) /to(0.010) | 学习集(0.236) 本题分析(0.079) ανδρικό(0.066) |
| 23 | dátummal(0.984) TaxonID(0.009) домаћинствима(0.002) | /is(0.820) osceles(0.091) rael(0.052) | }package(0.521) económ(0.125) dátummal(0.123) | originalet(0.969) <｜begin▁of▁sentence｜>(0.017) anhianhi(0.006) | 学习集(0.233) ανδρικό(0.099) 本题分析(0.051) |
| 24 | dátummal(0.830) TaxonID(0.132) ينا(0.016) | /is(0.561) osceles(0.186) nt(0.091) | sesu(0.366) секундарном(0.130) }<?(0.081) | originalet(0.994) <｜begin▁of▁sentence｜>(0.002) /to(0.001) | 年前已回答(0.091) 本题分析(0.062) 我知道了(0.056) |
| 25 | dátummal(0.862) TaxonID(0.107) ينا(0.014) | osceles(0.418) /is(0.320) nt(0.085) | dátummal(0.908) económ(0.065) sesu(0.007) | originalet(0.988) /to(0.006) јуну(0.002) | 年前已回答(0.372) 本题分析(0.070) ανδρικό(0.062) |
| 26 | dátummal(0.939) TaxonID(0.047) ينا(0.008) | osceles(0.412) proiektuak(0.203) /is(0.080) | dátummal(0.605) económ(0.274) sesu(0.075) | originalet(0.994) /to(0.003) فريبيس(0.002) | 本题分析(0.223) ανδρικό(0.173) 学习集(0.119) |
| 27 | dátummal(0.630) TaxonID(0.157) ANU(0.063) | /is(0.165) licensierad(0.109) јуну(0.089) | sesu(0.429) dátummal(0.289) ativid(0.229) | originalet(0.901) فريبيس(0.034) talay(0.019) | 加哥(0.332) 年前已回答(0.280) 本题分析(0.072) |
| 28 | Septy(0.537) TaxonID(0.322) ينا(0.045) | finite(0.462) licensierad(0.084) inite(0.047) | ativid(0.263) sesu(0.222) neperian(0.147) | originalet(0.863) talay(0.103) 学习集(0.027) | 我知道了(0.460) 学习集(0.164) 加哥(0.047) |
| 29 | Septy(0.538) TaxonID(0.282) dátummal(0.070) | finite(0.402) proiektuak(0.248) Pu(0.036) | neperian(0.369) ativid(0.324) sesu(0.096) | originalet(0.598) 学习集(0.294) talay(0.084) | 学习集(0.555) 我知道了(0.157) ανδρικό(0.097) |
| 30 | dátummal(0.261) ينا(0.258) proiektuak(0.195) | buruj(0.532) 学习集(0.217) pu(0.058) | sesu(0.832) neperian(0.067) económ(0.035) | 学习集(0.740) originalet(0.232) talay(0.014) | peace(0.548) 轻而易(0.163) peace(0.046) |
| 31 | dátummal(0.285) ينا(0.266) proiektuak(0.204) | infin(0.496) 学习集(0.185) completeness(0.117) | sesu(0.620) dátummal(0.232) للمعارف(0.055) | 学习集(0.968) talay(0.016) originalet(0.010) | peace(0.595) peace(0.344) Peace(0.027) |
| 32 | dátummal(0.555) proiektuak(0.172) زياح(0.081) | 学习集(0.660) etxek(0.146) infin(0.082) | sesu(0.876) dátummal(0.053) средњим(0.032) | 学习集(0.790) originalet(0.161) talay(0.024) | peace(0.791) peace(0.200) Peace(0.007) |
| 33 | dátummal(0.976) Giya(0.011) Hakut(0.002) | 学习集(0.713) proiektuak(0.071) etxek(0.056) | sesu(0.995) للمعارف(0.001) dátummal(0.001) | 学习集(0.978) originalet(0.017) talay(0.003) | peace(0.749) peace(0.239) Peace(0.008) |
| 34 | dátummal(0.984) وتسجيلات(0.007) للمعارف(0.003) | 学习集(0.766) infin(0.063) 完整(0.039) | sesu(0.997) -saluran(0.002) neperian(0.000) | 学习集(0.986) originalet(0.011) talay(0.001) | peace(0.867) peace(0.124) Peace(0.006) |
| 35 | datasetId(0.208) 杏(0.018) pe(0.012) | 完整(0.592) infinite(0.161) 完整的(0.132) | sesu(0.827) arises(0.156) emerges(0.010) | 学习集(0.762) ninete(0.141) /to(0.050) | peace(0.837) peace(0.092) Peace(0.062) |
| 36 | #(0.035) 3(0.018) 联(0.016) | 完整(0.491) 完整的(0.191) infinite(0.171) | sesu(0.865) nahil(0.092) arises(0.037) | 学习集(0.662) ninete(0.287) /to(0.033) | peace(0.733) Peace(0.120) peace(0.094) |
| 37 | 2(0.051) 0(0.021) TPS(0.016) | 完整(0.590) 完整的(0.187) infinite(0.133) | arises(0.474) sesu(0.310) emerges(0.183) | 学习集(0.619) /to(0.210) afar(0.077) | Peace(0.428) peace(0.421) Peace(0.104) |
| 38 | 2(0.086) 挂(0.050) (0.031) | infinite(0.245) Infinite(0.144) 完整(0.141) | rises(0.425) emerges(0.255) arises(0.235) | 学习集(0.888) /to(0.074) 那个(0.010) | peace(0.481) Peace(0.402) Peace(0.087) |
| 39 | 2(0.087) 挂(0.051) (0.033) | infinite(0.436) Infinite(0.233) Full(0.097) | emerges(0.417) arises(0.275) spring(0.136) | 那个(0.254) 收缩(0.103) /to(0.092) | Peace(0.773) peace(0.171) Peace(0.051) |
| 40 | (0.053) onth(0.030) <p(0.019) | infinite(0.866) Infinite(0.105) whole(0.012) | rises(0.776) arises(0.123) spring(0.028) | the(0.204) /to(0.120) that(0.111) | Peace(0.875) peace(0.106) Peace(0.018) |
| 41 | (0.759) (0.045) #!/(0.020) | infinite(0.843) Infinite(0.064) whole(0.038) | rises(0.395) springs(0.182) arises(0.180) | that(0.651) That(0.196) That(0.037) | Peace(0.922) Peace(0.071) peace(0.006) |
| 42 | (0.659) (0.037) 2(0.020) | infinite(0.569) P(0.298) Infinite(0.049) | rises(0.242) springs(0.189) ,(0.164) | that(0.987) (0.012) That(0.000) | (0.712) Peace(0.286) Sh(0.001) |
| Layer | Mean ‖J‖₂ | Max ‖J‖₂ | Bar |
|---|---|---|---|
| 0 | 1125.388107 | 1230.745239 | ████████████████████████████████████████ |
| 10 | 331.957937 | 366.822479 | ████████████████████████████████████████ |
| 20 | 334.992735 | 344.898682 | ████████████████████████████████████████ |
| 30 | 337.930832 | 353.471375 | ████████████████████████████████████████ |
| 42 | 255.117520 | 258.340973 | ████████████████████████████████████████ |
Approximate Jacobian via 16 random projection directions per source layer. Full 4096×4096 Jacobian not computed (would require 4096 forward passes per layer). Custom fp4/fp8 kernels lack backward; autograd-based jlens.fit not applicable. This is a bounded approximation.
| Category | Idx | Seqlen | Time(s) |
|---|---|---|---|
| isa | 0 | 1024 | 170.895 |
| katha | 0 | 1024 | 171.196 |
| kena | 0 | 1024 | 171.091 |