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MiPi_TEST/__pycache__/csv_preprocessor.cpython-312.pyc

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Added ai stuff
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csv_preprocessor.py
Extracts MIPI HS-TX / LP state metrics from oscilloscope CSV files.
File naming convention: YYYYMMDD_HHMMSS_{sig|proto|lp}_{NNNN}_{clk|dat}.csv
sig — high-res short window (320 GSa/s, ~20 ns) — rise/fall times
Two columns: time_s, vdiff_v (F1/F2 differential, ±250 mV HS swing)
proto — lower-res long window (20 GSa/s, ~10 µs) — jitter, frequency, amplitude
Two columns: time_s, vdiff_v (F1/F2 differential)
lp — LP state capture (~40 GSa/s, ~5 µs) — LP-11/LP-00/HS burst structure
Two columns: time_s, voltage_v (Ch1 or Ch3 single-ended CLK+/DAT0+)
Vertical range: −0.2 V to 1.4 V so LP-11 (~1.2 V) and LP-00 (~0 V) are visible.
Trigger: falling edge at 0.6 V on CLK+ catches LP-11 → LP-01 SoT transition.
Updates
2026-04-09 08:45:57 +01:00
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Updates
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Added ai stuff
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Added ai stuff
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Measure 20%–80% rise and fall times around each zero crossing.
Returns (rise_times_ps, fall_times_ps).
Updates
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Added ai stuff
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Updates
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Added ai stuff
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Analyse one oscilloscope CSV file and return a ChannelMetrics instance.
Updates
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z1(\d{8}_\d{6})_(sig|proto|lp)_(\d+)_(clk|dat)\.csvz*Filename does not match expected pattern: <20>lpz6Use analyze_lp_file() for lp-type files (single-ended)r rsr<00>e<><65>A<EFBFBD>@<40>@gg@N<>clk<6C>rrg@g<11>-<2D><><EFBFBD><EFBFBD>=<3D><00><>.ArMrNrqgffffff<66>?<3F>
rOTg333333<33>?u9No HS signal detected — line may be in LP state or idle<6C>positive<76>negativezOnly u= swings in capture window — amplitude may be underestimatedzVdiff r5z mV below spec min r2z mV above spec max z
Rise time z ps exceeds r4z
Fall time z settled samples below r r rrrrrrrrrrrrrrrrr r&) <20>re<72>matchrZ<00>
IGNORECASErV<00>groupsrHrarIrWrd<00>mean<61>TRANSITION_BAND_MV<4D>anyrt<00>absrlrU<00>median<61>std<74>roundrur<><00>zeros<6F>boolrvr8<00>sumr:r9r;r ).rK<00>mr r<00>cap_strrr r[r\<00>dt<64> sample_rater<00>v_thresh<73>pos_mask<73>neg_mask<73> vdiff_pos<6F> vdiff_neg<65> no_signal<61> one_sided<65> amplitude<64>vcmrirrrr<00> half_periods<64>med<65>sd<73>hprmrn<00> rise_list<73> fall_listrr<00>guard_s<5F>in_guard<72>t_cross<73>lo<6C>hi<68>settled<65>floor_vrr <00>polaritys. r(<00> analyze_filer<65><00>s@<00><00> <0B><08><08>E<><15><19><19>B<EFBFBD>M<EFBFBD>M<EFBFBD> +<2B>A<EFBFBD> <0C><18>E<>d<EFBFBD>i<EFBFBD>i<EFBFBD>[<5B>Q<>R<>R<>-.<2E>X<EFBFBD>X<EFBFBD>Z<EFBFBD>*<2A>I<EFBFBD>y<EFBFBD>'<27>7<EFBFBD><10>D<EFBFBD><18><18>Q<>R<>R<><15>g<EFBFBD>,<2C>K<EFBFBD><1C>T<EFBFBD>?<3F>L<EFBFBD>E<EFBFBD>5<EFBFBD><1A>2<EFBFBD>7<EFBFBD>7<EFBFBD>5<EFBFBD>><3E>.<2E>.<2E>0<>1<>B<EFBFBD><18>2<EFBFBD>X<EFBFBD>K<EFBFBD><1B>E<EFBFBD>"<22>I<EFBFBD>&<26><15>u<EFBFBD>Q<EFBFBD>x<EFBFBD><1F>8<>C<EFBFBD>?<3F>K<EFBFBD>"<22>F<EFBFBD>*<2A>H<EFBFBD><14><08> <20>H<EFBFBD><14><08>y<EFBFBD> <20>H<EFBFBD>:B<>,<2C>,<2C>.<2E><05>e<EFBFBD>H<EFBFBD>o<EFBFBD>*<2A>*<2A>,<2C>-<2D><06>6<>c<EFBFBD>I<EFBFBD>:B<>,<2C>,<2C>.<2E><05>e<EFBFBD>H<EFBFBD>o<EFBFBD>*<2A>*<2A>,<2C>-<2D><06>6<>c<EFBFBD>I<EFBFBD>
Added ai stuff
2026-04-08 12:55:34 +01:00
<1E>\<5C>\<5C>^<5E>#<23>=<3D>h<EFBFBD>l<EFBFBD>l<EFBFBD>n<EFBFBD>*<<3C>I<EFBFBD><1E><1D>R<>(<28>,<2C>,<2C>.<2E>&8<>%Q<>(<28>,<2C>,<2C>.<2E>>P<>I<EFBFBD><10><17> <09> <12><17><03>I<EFBFBD><0E><03>I<EFBFBD><0E>7<> <09><18><19>^<5E>c<EFBFBD>)<29>n<EFBFBD>4<><03>;<3B> <09> <14>y<EFBFBD> <20>C<EFBFBD>
'<27>C<EFBFBD>
<19><15><05> &<26>B<EFBFBD><17><02>G<EFBFBD>M<EFBFBD>48<34>8<>N<EFBFBD>8<>\<5C>M<EFBFBD> <0F>%<25><17>M<EFBFBD>R<EFBFBD>/<2F><19>w<EFBFBD>w<EFBFBD>r<EFBFBD>{<7B>T<EFBFBD>)<29> <0C><13>B<EFBFBD>I<EFBFBD>I<EFBFBD>l<EFBFBD>+<2B>,<2C><03><13>L<EFBFBD>$<24>$<24>&<26>'<27><02>DF<44><11>F<EFBFBD>\<5C>"<22>&<26>&<26><1C><03>!3<>4<>s<EFBFBD>R<EFBFBD>x<EFBFBD>?<3F> @<40>P\<5C><02> <0E>r<EFBFBD>7<EFBFBD>b<EFBFBD>=<3D>"<22>3<EFBFBD>%<25><02> <09> <09>"<22> <0A>*><3E><15>*F<>#G<>#<23>#M<>q<EFBFBD>Q<>N<EFBFBD>"<22>5<EFBFBD><12><16><16><18>B<EFBFBD>F<EFBFBD>F<EFBFBD>H<EFBFBD>)<<3C>#=<3D>q<EFBFBD>A<>L<EFBFBD>"<22>5<EFBFBD><12><16><16><18>?<3F>A<EFBFBD>6<>M<EFBFBD><17><16> <1F>F<EFBFBD> <16><16> <1F>E<EFBFBD>+<2B>E<EFBFBD>5<EFBFBD>&<26>%<25>H<><18>I<EFBFBD>y<EFBFBD><E<>5<EFBFBD><15>r<EFBFBD>y<EFBFBD>y<EFBFBD><19>3<>4<>a<EFBFBD>8<>4<EFBFBD>L<EFBFBD><E<>5<EFBFBD><15>r<EFBFBD>y<EFBFBD>y<EFBFBD><19>3<>4<>a<EFBFBD>8<>4<EFBFBD>L<EFBFBD> 7D<01>q<EFBFBD>6H<36>e<EFBFBD>B<EFBFBD>I<EFBFBD>I<EFBFBD>b<EFBFBD>g<EFBFBD>g<EFBFBD>b<EFBFBD>k<EFBFBD>*<2A>+<2B>d<EFBFBD>2<>b<EFBFBD>SU<53>g<EFBFBD>G<EFBFBD><11>x<EFBFBD>x<EFBFBD><03>E<EFBFBD>
<EFBFBD>$<24>/<2F>H<EFBFBD><15><1F><07> <0F>_<EFBFBD>_<EFBFBD>U<EFBFBD>G<EFBFBD>g<EFBFBD>$5<> 6<><02> <0F>_<EFBFBD>_<EFBFBD>U<EFBFBD>G<EFBFBD>g<EFBFBD>$5<> 6<><02><1E><08><12>B<EFBFBD><0F><1F>
<19>y<EFBFBD>R<EFBFBD>V<EFBFBD>V<EFBFBD>E<EFBFBD>]<5D>X<EFBFBD>5<>6<>G<EFBFBD> <12>i<EFBFBD><13>S<EFBFBD><13>Y<EFBFBD><16>/<2F>0<>#<23>i<EFBFBD>&<26>6H<36>2I<32>J<>J<>&5<><06>&><3E> <0C><19>"<22>&<26>&<26><17>B<EFBFBD>F<EFBFBD>F<EFBFBD>5<EFBFBD>M<EFBFBD>G<EFBFBD>,C<>!D<>E<>F<>O<EFBFBD><12>H<EFBFBD><10><10><0F><0F>S<>T<> <12>!)<29><1C><1C><1E>:<3A>Z<EFBFBD><08><10><0F><0F><13>H<EFBFBD>:<3A>Z<> [<5B>
<EFBFBD> <15><19>_<EFBFBD>4<><10><0F><0F>&<26><19>3<EFBFBD><0F>/B<>?<3F>SV<53>BW<42>WZ<57>[<5B>\<5C><10>?<3F>"<22><10><0F><0F>&<26><19>3<EFBFBD><0F>/B<>?<3F>SV<53>BW<42>WZ<57>[<5B>\<5C><13><1F>L<EFBFBD>3C<33>$C<><10><0F><0F>*<2A>\<5C>#<23>$6<>l<EFBFBD>CS<43>TW<54>BX<42>X[<5B>\<5C>]<5D><13><1F>L<EFBFBD>3C<33>$C<><10><0F><0F>*<2A>\<5C>#<23>$6<>l<EFBFBD>CS<43>TW<54>BX<42>X[<5B>\<5C>]<5D><16><11><1A><10><0F><0F>?<3F>+<2B>+B<>?<3F>SV<53>BW<42>WZ<57>[<5B>\<5C> <19> <06>$<24> <06>&<26> <06>%<25> <06>#<23>  <06>
Updates
2026-04-13 15:03:47 +01:00
!<21><1B>s<EFBFBD>!2<>A<EFBFBD>6<>  <06> !<21><1B>a<EFBFBD>0<>  <06><1F>u<EFBFBD>:<3A> <06>!<21><19>A<EFBFBD>.<2E> <06>!<21><19>A<EFBFBD>.<2E> <06>#<23>9<EFBFBD>a<EFBFBD>0<> <06>!<21><13>a<EFBFBD>=<3D> <06>*<2A> <06>(<28> <06>)<29> <06>(<28> <06> (<28>! <06>")<29># <06>$+<2B>% <06>&$<24>' <06>r*c<00><><00>eZdZUeed<eed<eed<eed<eed<eed<eed<eed<eed <eed
Updates
2026-04-09 08:45:57 +01:00
<eed <eed <ee <09> <0A>Z
Updates
2026-04-13 15:03:47 +01:00
e ed<defd<10>Z y)<12> V1V8Metricsr r <00>sample_rate_mhz<68> duration_usr<00>mean_v<5F>min_v<5F>max_v<5F>droop_mv<6D> ripple_mv_rms<6D> spec_pass<73>
droop_passrr r!c <00><><00>d<01>}d|jd<03>d|j<00>d<05>d|jd<07>dtd <09>d
Updates
2026-04-09 08:45:57 +01:00
td <09>d ||j
Updates
2026-04-13 15:03:47 +01:00
<00><00><00>d |j d<07>d ||j<00><00><00>d|jd<0F>d<10>d|jd <09>d<10>g}|jD]}|jd|<03><00><02><00>dj|<02>S)Nc<00><00>|rdSdSr$r&<00><01>cs r(r)z%V1V8Metrics.summary.<locals>.<lambda>f<00> <00><00><01>u<EFBFBD><00>u<EFBFBD>r*r+r,r-z [pwr/1v8]z Mean voltage : <20>.4f<EFBFBD>
V (spec r3<00>–<> V) z Min voltage : z V z Droop depth : r1r2z Ripple RMS : r6r7) r r r<><00>V18_SPEC_MIN_V<5F>V18_SPEC_MAX_Vr<56>r<>r<>r<>r<>r r:r<r=s r(rBzV1V8Metrics.summaryes<><00><00> ,<2C><02><16>t<EFBFBD>'<27>'<27><03>,<2C>B<EFBFBD>t<EFBFBD>~<7E>~<7E>.><3E>k<EFBFBD> J<>"<22>4<EFBFBD>;<3B>;<3B>s<EFBFBD>"3<>4<15>#<23>C<EFBFBD>(<28><03>N<EFBFBD>3<EFBFBD>+?<3F>u<EFBFBD>R<EFBFBD><04><0E><0E>EW<45>DX<44> Z<01>"<22>4<EFBFBD>:<3A>:<3A>c<EFBFBD>"2<>$<24>r<EFBFBD>$<24>/<2F>/<2F>7J<37>6K<36> L<>"<22>4<EFBFBD>=<3D>=<3D><13>"5<>S<EFBFBD> 9<>"<22>4<EFBFBD>#5<>#5<>c<EFBFBD>":<3A>#<23> ><3E> 
<EFBFBD><05><16><1D><1D> ,<2C>A<EFBFBD> <11>L<EFBFBD>L<EFBFBD>;<3B>q<EFBFBD>c<EFBFBD>*<2A> +<2B> ,<2C><13>y<EFBFBD>y<EFBFBD><15><1F>r*N) rCrDrErFrGrHrIr<>rrJr rBr&r*r(r<>r<>Qse<00><00><14><14><14><14><1A><1A><1A><1A><18><18><18><18><18><18><18><18><18><18><18><18><14><14><14><14><1A>4<EFBFBD>0<>H<EFBFBD>d<EFBFBD>0<>  <20><13>  r*r<>c<00><><00>tjd|jtj<00>}|st d|j<00><00><02><00>|j <00>\}}t |<03>}t|<00>\}}ttj|<05>j<00><00>}d|z }t|d<00>t|d<00>z
Updates
2026-04-09 08:45:57 +01:00
dz} t|j<00><00>}
t|j<00><00>} t|j<00><00>} |
| z
dz} t|j<00><00>dz}t|
cxkxr t knc}| tk\}g}|s&|j#d|
d <09>d
td <0B>d t d <0B>d <0A><07>|s|j#d| d <09>dtd <0B>d<10><05>| t$kDr|j#d| d<12>d<13><03>|t&kDr|j#d|d<12>d<15><03>t)||t+|dz d<16>t+| d<17>t-|<05>t+|
Updates
2026-04-13 15:03:47 +01:00
d<18>t+| d<18>t+| d<18>t+| d<16>t+|d<17>|||<11><19> S)z@Analyse a 1.8 V supply rail CSV captured by the Rigol DS1202Z-E.z (\d{8}_\d{6})_pwr_(\d+)_1v8\.csvz%Filename does not match 1v8 pattern: r rsrr<>r<>z Mean supply r<>z V outside spec (r3r<>z V)zSupply droops to u V — below z V spec minz Droop depth r1u6 mV — possible insufficient decoupling near MIPI PHYzRipple z mV RMS is elevatedrNrMrq) r r r<>r<>rr<>r<>r<>r<>r<>r<>r<>r )r<>r<>rZr<>rVr<>rHrarIrWrdr<>rurtr<>r<>r<>r:<00>V18_DROOP_WARN_MV<4D>V18_RIPPLE_WARN_MVr<56>r<>rU)rKr<>r r<>r r[r\r<>r<>r<>r<>r<>r<>r<>r<>r<>r<>r s r(<00>analyze_1v8_filer<65>ts%<00><00>
Updates
2026-04-09 08:45:57 +01:00
<EFBFBD><08><08>4<>d<EFBFBD>i<EFBFBD>i<EFBFBD><12><1D><1D>O<>A<EFBFBD> <0C><18>@<40><14><19><19> <0B>L<>M<>M<><1A><18><18><1A><16>I<EFBFBD>w<EFBFBD><15>g<EFBFBD>,<2C>K<EFBFBD><1C>T<EFBFBD>?<3F>L<EFBFBD>E<EFBFBD>5<EFBFBD><18><12><17><17><15><1E>,<2C>,<2C>.<2E>/<2F>B<EFBFBD><16><12>8<EFBFBD>K<EFBFBD><19>%<25><02>)<29>$<24>u<EFBFBD>U<EFBFBD>1<EFBFBD>X<EFBFBD><EFBFBD>6<>#<23>=<3D>K<EFBFBD><19>%<25>*<2A>*<2A>,<2C>'<27>F<EFBFBD><19>%<25>)<29>)<29>+<2B>&<26>E<EFBFBD><19>%<25>)<29>)<29>+<2B>&<26>E<EFBFBD><1B>e<EFBFBD>^<5E>v<EFBFBD>-<2D>H<EFBFBD><19>%<25>)<29>)<29>+<2B>&<26><16>/<2F>M<EFBFBD><1F>6<EFBFBD>;<3B>^<5E>;<3B>I<EFBFBD><16>.<2E>(<28>J<EFBFBD><11>H<EFBFBD> <14><10><0F><0F><1A>6<EFBFBD>#<23>,<2C>'<10><1E>s<EFBFBD>#<23>3<EFBFBD>~<7E>c<EFBFBD>&:<3A>#<23> ?<3F>
<EFBFBD> <16><10><0F><0F><1F><05>c<EFBFBD>{<7B>-<2D><0E>s<EFBFBD>7K<37>;<3B> W<>
<EFBFBD><10>#<23>#<23><10><0F><0F><1A>8<EFBFBD>C<EFBFBD>.<2E>(^<5E> _<>
Updates
2026-04-13 15:03:47 +01:00
<EFBFBD><15>)<29>)<29><10><0F><0F>'<27>-<2D><03>!4<>4G<34>H<>I<> <16>#<23>%<25><1F> <0B>c<EFBFBD> 1<>1<EFBFBD>5<><1F> <0B>Q<EFBFBD>/<2F><1D>e<EFBFBD>*<2A><1F><06><01>*<2A><1F><05>q<EFBFBD>/<2F><1F><05>q<EFBFBD>/<2F><1F><08>!<21>,<2C><1F> <0A>q<EFBFBD>1<>#<23>$<24>"<22> <06>r*g<>S㥛<53>2@)<04>TLPX<50><00><>)rur)<04>THS_EXITrr<>)rugY@))<04> TCLK_PREPARE<52>r<>)<03>rangegC@g<00>W@)<04> TCLK_ZERO<52>r<>N)<04> TCLK_POSTr<54>r<>)rug<><67><EFBFBD><EFBFBD>̌f@)<04>
TCLK_TRAILrr<>)rugN@))<04> THS_PREPAREr<45>r<>)r<>gfffff<66>H@g<><67><EFBFBD><EFBFBD><EFBFBD><EFBFBD>X@)<04>THS_ZEROr<4F>r<>N)<04> THS_TRAILrr<>)rug33333SQ@)<03>b4<62>b8<62>bc<62>_DSIM_PHY_FIELDS)r<>r<>g<00>r@zTCLK_PREPARE+TCLK_ZERO)r<>r<>gfffffe@zTHS_PREPARE+THS_ZERO<52> registersc<00><><00>d<01>}g}i}|D<00>]<5D>}|jdd<03>j<00>jd<04>}|jdd<06>j<00>}t|<05>dk\r|dd nd}tj|<07>}|<08><01><> t |d
<EFBFBD>} |jd<0E>xsd|<05><00>}
|jd |jd<02><00>d|
<EFBFBD>d|<06><00><06>|D]<5D>\} } } }| | z | z}|tz}||| <|<0E>|jd| d<12>d|d<14>d|d<16>d<17><07><00>?|ddk(r6||dk\}|jd| d<12>d|d<14>d|d<16>d|dd<1C>d||<11><00><00>
<EFBFBD><00>}|ddk(s<01><>|d|cxkxr|dknc}|jd| d<12>d|d<14>d|d<16>d|dd<1C>d |dd<1C>d||<11><00><00> <0C><00><><00><01><>tD]G\}}}}||vs<01> ||vs<01>||||z}||k\}|jd|d!<21>d|d<16>d|d<1C>d||<11><00><00><08><00>I|S#t $r:|jd |jd<02><00>d |jd<05><00>d <0A><05>Y<00><02>9wxYw)"z<>
Decode DSIM PHY timing registers and return a list of annotated strings,
one per field, with D-PHY v1.1 spec compliance check results.
c<00><00>|rdSdS)Nr%u ✗ VIOLATIONr&r<>s r(r)z(_decode_dsim_registers.<locals>.<lambda><3E>s <00><00>A<EFBFBD>5<EFBFBD><00>?<3F>r*<00>address<73><00>0x<30>value<75>0x0rM<00><><EFBFBD><EFBFBD><EFBFBD>Nr<4E>r-<00> : z (parse error)rZrQz) = z z<16sz = <20>3du bc → r0z ns (combined check below)rrurNu ns (spec ≥ r1<00> ns) r<>z ns (spec r<>z<28s)
<EFBFBD>get<65>lower<65>lstriprUr<>rHrVr:<00>_DSIM_BYTE_PERIOD_NS<4E>_DSIM_COMBINED_CHECKS)r<>r?r@<00>field_ns<6E>reg<65>addr_str<74>val_str<74>suffix<69>fields<64>val<61>reg_name<6D>fname<6D>shift<66>mask<73>spec<65>raw<61>ns<6E>
pass_check<EFBFBD>fa<66>fb<66>min_ns<6E>label<65>totals r(<00>_decode_dsim_registersr <00>s<><00><00>
3<EFBFBD>B<EFBFBD> <0E>E<EFBFBD>!#<23>H<EFBFBD><18>$<12><03><16>7<EFBFBD>7<EFBFBD>9<EFBFBD>b<EFBFBD>)<29>/<2F>/<2F>1<>8<>8<><14>><3E><08><16>7<EFBFBD>7<EFBFBD>7<EFBFBD>e<EFBFBD>,<2C>2<>2<>4<><07>$'<27><08>M<EFBFBD>Q<EFBFBD>$6<>8<EFBFBD>B<EFBFBD>C<EFBFBD>=<3D>B<EFBFBD><06>#<23>'<27>'<27><06>/<2F><06> <11>><3E> <14> <15><15>g<EFBFBD>r<EFBFBD>"<22>C<EFBFBD>
<17>7<EFBFBD>7<EFBFBD>6<EFBFBD>?<3F>5<><02>8<EFBFBD>*<2A>o<EFBFBD><08> <0A> <0C> <0C>r<EFBFBD>#<23>'<27>'<27>)<29>,<2C>-<2D>R<EFBFBD><08>z<EFBFBD><14>g<EFBFBD>Y<EFBFBD>G<>H<>*0<> <12> &<26>U<EFBFBD>E<EFBFBD>4<EFBFBD><14><16>%<25><<3C>4<EFBFBD>'<27>C<EFBFBD><15>,<2C>,<2C>B<EFBFBD> <20>H<EFBFBD>U<EFBFBD>O<EFBFBD><13>|<7C><15> <0C> <0C>t<EFBFBD>E<EFBFBD>$<24><<3C>s<EFBFBD>3<EFBFBD>r<EFBFBD>(<28>(<28>2<EFBFBD>d<EFBFBD>)<29>Kf<4B>g<>h<><15>a<EFBFBD><17>E<EFBFBD>!<21><1F>4<EFBFBD><01>7<EFBFBD>]<5D>
<EFBFBD><15> <0C> <0C><1A>5<EFBFBD><14>,<2C>c<EFBFBD>#<23>b<EFBFBD><18><18>"<22>T<EFBFBD><19>C!<21>!%<25>a<EFBFBD><17><13> <0A>V<EFBFBD>B<EFBFBD>z<EFBFBD>N<EFBFBD>3C<33>E<01><12><16>a<EFBFBD><17>G<EFBFBD>#<23>!<21>!<21>W<EFBFBD><02>5<>d<EFBFBD>1<EFBFBD>g<EFBFBD>5<>
<EFBFBD><15> <0C> <0C><1A>5<EFBFBD><14>,<2C>c<EFBFBD>#<23>b<EFBFBD><18><18>"<22>T<EFBFBD><19>C<1D>!<21>!<21>W<EFBFBD>S<EFBFBD>M<EFBFBD><13>T<EFBFBD>!<21>W<EFBFBD>S<EFBFBD>M<EFBFBD><16><02>:<3A><0E>?O<>Q<01><12>! <12>#$<12>N$9<><0E><1F><12>R<EFBFBD><16><15> <0A><18>><3E>b<EFBFBD>H<EFBFBD>n<EFBFBD><1C>R<EFBFBD>L<EFBFBD>8<EFBFBD>B<EFBFBD><<3C>/<2F>E<EFBFBD><1E>&<26><1F>J<EFBFBD> <11>L<EFBFBD>L<EFBFBD><16>u<EFBFBD>T<EFBFBD>l<EFBFBD>#<23>e<EFBFBD>D<EFBFBD>\<5C><1F><16><03> <0C>F<EFBFBD>SU<53>V`<60>Sa<53>Rb<52>c<> <0E> <0E> <11>L<EFBFBD><4C>K<1A> <15> <11>L<EFBFBD>L<EFBFBD>2<EFBFBD>c<EFBFBD>g<EFBFBD>g<EFBFBD>i<EFBFBD>0<>1<><13>S<EFBFBD>W<EFBFBD>W<EFBFBD>W<EFBFBD>5E<35>4F<34>o<EFBFBD>V<> W<> <14> <15>s<00> H<02>?I<05>Ic<00>P<00>eZdZUdZeed<eed<eed<eed<eed<defd<08>Zy )
<EFBFBD>RegDumpz>DSI controller register snapshot read from device via memtool.r r <00>commandsr<73><00>errorsr!c<00>d<00>d|jd<02>d|j<00>d<04>g}|jr%|jD]}|jd|<02><00><02><00>|js"|jd<06>dj |<01>S|jdd j |j <00><00><00><02>t|j<00>}|r|j|<03>nL|jD]=}|jd
<EFBFBD>r d |d
<00>d <0C>nd }|jd|d<00>d|d<00>|<05><00><05><00>?dj |<01>S)Nr+r,r-z [reg/dsi_phy]r6z No registers capturedr7z Commands : z; rZz (<28>)r<>r<>r<>r<>)
r r rr:r<>r<rr <00>extendr<64>)r>r@<00>err<72>decoded<65>rrZs r(rBzRegDump.summarys!<00><00><1B>D<EFBFBD>,<2C>,<2C>S<EFBFBD>1<><12>D<EFBFBD>N<EFBFBD>N<EFBFBD>3C<33>?<3F>S<>T<><05> <0F>;<3B>;<3B><1B>{<7B>{<7B> 2<><03><15> <0C> <0C>{<7B>3<EFBFBD>%<25>0<>1<> 2<><13>~<7E>~<7E> <11>L<EFBFBD>L<EFBFBD>2<> 3<><17>9<EFBFBD>9<EFBFBD>U<EFBFBD>#<23> #<23> <0A> <0C> <0C>+<2B>D<EFBFBD>I<EFBFBD>I<EFBFBD>d<EFBFBD>m<EFBFBD>m<EFBFBD>,D<>+E<>F<>G<>(<28><14><1E><1E>8<><07> <12> <11>L<EFBFBD>L<EFBFBD><17> !<21><1A>^<5E>^<5E> G<01><01>-.<2E>U<EFBFBD>U<EFBFBD>6<EFBFBD>]<5D><13>Q<EFBFBD>v<EFBFBD>Y<EFBFBD>K<EFBFBD>q<EFBFBD>)<29><02><04><15> <0C> <0C>r<EFBFBD>!<21>I<EFBFBD>,<2C><1E>s<EFBFBD>1<EFBFBD>W<EFBFBD>:<3A>,<2C>t<EFBFBD>f<EFBFBD>E<>F<> G<01><14>y<EFBFBD>y<EFBFBD><15><1F>r*N) rCrDrE<00>__doc__rFrGrHrJrBr&r*r(rrs/<00><00>H<><14><14><14><14><15><15><15><15><15><15> <20><13> r*rc <00><><00>tjd|jtj<00>}|st d|j<00><00><02><00>|j <00>\}}t j|j<00><00>}t|t|<03>|jdg<00>|jdg<00>|jd<05>xsg<00><06>S)z@Read a register JSON file saved by mipi_test._fetch_registers().<2E>(\d{8}_\d{6})_reg_(\d+)\.jsonz*Filename does not match register pattern: rr<>r)r r rr<>r) r<>r<>rZr<>rVr<><00>json<6F>loads<64> read_textrrHr<>)rKr<>r r<><00>datas r(<00>analyze_reg_filer-s<><00><00>
<EFBFBD><08><08>1<>4<EFBFBD>9<EFBFBD>9<EFBFBD>b<EFBFBD>m<EFBFBD>m<EFBFBD>L<>A<EFBFBD> <0C><18>E<>d<EFBFBD>i<EFBFBD>i<EFBFBD>[<5B>Q<>R<>R<><1A><18><18><1A><16>I<EFBFBD>w<EFBFBD> <0F>:<3A>:<3A>d<EFBFBD>n<EFBFBD>n<EFBFBD>&<26> '<27>D<EFBFBD> <12><1F><19>'<27>l<EFBFBD><1A>h<EFBFBD>h<EFBFBD>z<EFBFBD>2<EFBFBD>.<2E><1A>h<EFBFBD>h<EFBFBD>{<7B>B<EFBFBD>/<2F><1A>h<EFBFBD>h<EFBFBD>x<EFBFBD>(<28>.<2E>B<EFBFBD>  <06>r*<00>data_dirc<00>p<00>tjdtj<00>}tjdtj<00>}i}t|j d<03><00>D]\}|j |j <00>}|s<01>!|j<00>\}}}} |t|<08>f}
Updates
2026-04-09 11:03:35 +01:00
||j|
i<00>|<07>d| <09><00><<00>^t|j d<05><00>D]U}|j |j <00>}|s<01>!|j<00>\}}|t|<08>f}
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i<00>d<<00>W|S)u
Added ai stuff
2026-04-08 12:55:34 +01:00
Scan data_dir and group CSV files by (timestamp, capture_number).
Returns dict mapping (timestamp, num) → {file_type_channel: Path}.
Example key: ("20260408_111448", 1)
Example value: {"sig_clk": Path(...), "sig_dat": ..., "proto_clk": ..., "proto_dat": ...}
Updates
2026-04-13 15:03:47 +01:00
z9(\d{8}_\d{6})_(sig|proto|lp|pwr)_(\d+)_(clk|dat|1v8)\.csvr<00>*.csv<73>_z*.jsonr<6E>)
r<EFBFBD><00>compiler<65><00>sorted<65>globr<62>rZr<>rH<00>
setdefault) r <00> csv_pattern<72> reg_patternr<6E>r]r<><00>ts<74>ftyper<65><00>ch<63>keys r(<00>group_capturesr.=s)<00><00><15>*<2A>*<2A>D<>b<EFBFBD>m<EFBFBD>m<EFBFBD><06>K<EFBFBD><15>*<2A>*<2A>(<28>"<22>-<2D>-<2D><06>K<EFBFBD>68<36>F<EFBFBD> <13>H<EFBFBD>M<EFBFBD>M<EFBFBD>'<27>*<2A> +<2B>8<><01> <17> <1D> <1D>a<EFBFBD>f<EFBFBD>f<EFBFBD> %<25><01><10> <14>!"<22><18><18><1A><1E><02>E<EFBFBD>7<EFBFBD>B<EFBFBD><11>3<EFBFBD>w<EFBFBD><<3C> <20><03>67<36><06><19><19>#<23>r<EFBFBD>"<22>e<EFBFBD>W<EFBFBD>A<EFBFBD>b<EFBFBD>T<EFBFBD>?<3F>3<> 8<><14>H<EFBFBD>M<EFBFBD>M<EFBFBD>(<28>+<2B> ,<2C>.<2E><01> <17> <1D> <1D>a<EFBFBD>f<EFBFBD>f<EFBFBD> %<25><01><10> <14><17>h<EFBFBD>h<EFBFBD>j<EFBFBD> <0B><02>G<EFBFBD><11>3<EFBFBD>w<EFBFBD><<3C> <20><03>,-<2D><06><19><19>#<23>r<EFBFBD>"<22>5<EFBFBD>)<29> .<2E> <12>Mr*c<00><><00>eZdZUeed<eed<eed<eed<eed<eed<eeed<eeed<eeed <eeed
Updates
2026-04-09 11:03:35 +01:00
<eed <eeed <eeed <eed<dZ eed<e
Updates
2026-04-13 15:03:47 +01:00
e <0B><11>Z e ed<defd<14>Z y)<16> LPMetricsr r rrr<>r<00>lp11_voltage_v<5F>lp11_duration_us<75> lp11_to_hs_ns<6E>lp_low_duration_ns<6E> n_hs_bursts<74>hs_burst_dur_ns<6E>hs_amplitude_mv<6D>lp_transition_validF<64>flicker_suspectrr r!c <00>b<00>d<01>}d|jd<03>d|j<00>d|j<00>d<06>g}|j<00>Zt|jcxkxr t
Added ai stuff
2026-04-08 12:55:34 +01:00
knc}|j d|jd<08>d td
<EFBFBD>d t
Updates
2026-04-13 15:03:47 +01:00
d <0C>d ||<03><00><00><08>|j<00> |j d|jd <0C>d<0F><03>|j<00>C|jtk\}|j d|jd<11>dtd<11>d||<04><00><00><06>|j<00> |j d|jd<11>d<15><03>|j d|jrdnd<18><00><02>|jr>|j d|j<00><00>|jrd|jd<11>d<15>ndz<00>|j<00> |j d|jd<11>d<1D><03>|jr|j dt d<11>d<1F><03>|j"D]}|j d |<05><00><02><00>d!j%|<02>S)"Nc<00><00>|rdSdSr$r&r<>s r(r)z#LPMetrics.summary.<locals>.<lambda><3E>r<>r*r+r,r-z [lp/r/z LP-11 voltage : <20>.3fr<EFBFBD>r1r<>r3r<>z LP-11 duration : u µsu LP exit → HS : r5u ns (spec ≥r<E289A5>z LP-low plateau : z nsu LP→HS sequence : u valid ✓uNOT DETECTED ✗z HS bursts : z avg r<>z HS amplitude : z mV (single-ended p-p/2)z2 *** FLICKER SUSPECT: LP-low plateau absent or < z ns ***r6r7)r r rr1<00>LP11_SPEC_MIN_V<5F>LP11_SPEC_MAX_Vr:r2r3<00>LP_LOW_DUR_MIN_NSr4r8r5r6r7r9<00>FLICKER_LP_LOW_MAX_NSr r<)r>r?r@<00>in_spec<65>ok_exitrAs r(rBzLPMetrics.summary<72>sG<00><00> ,<2C><02><16>t<EFBFBD>'<27>'<27><03>,<2C>B<EFBFBD>t<EFBFBD>~<7E>~<7E>.><3E>f<EFBFBD>T<EFBFBD>\<5C>\<5C>N<EFBFBD>RS<52> T<>
updated ai
2026-04-08 14:19:31 +01:00
<EFBFBD><05> <10> <1E> <1E> *<2A>%<25><14>)<<3C>)<<3C>O<><0F>O<>G<EFBFBD> <11>L<EFBFBD>L<EFBFBD>&<26>t<EFBFBD>':<3A>':<3A>3<EFBFBD>&?<3F>@<19>(<28><13>-<2D>S<EFBFBD><1F><13>0E<30>U<EFBFBD>2<EFBFBD>g<EFBFBD>;<3B>-<2D>Y<01> <0E> <10> <20> <20> ,<2C> <11>L<EFBFBD>L<EFBFBD>/<2F><04>0E<30>0E<30>c<EFBFBD>/J<>$<24>O<> P<> <0F> <1D> <1D> )<29><1A>(<28>(<28>,=<3D>=<3D>G<EFBFBD> <11>L<EFBFBD>L<EFBFBD>(<28><14>);<3B>);<3B>C<EFBFBD>(@<40>A<1C>-<2D>c<EFBFBD>2<>&<26><12>G<EFBFBD><1B> <0A>G<01> <0E> <10> "<22> "<22> .<2E> <11>L<EFBFBD>L<EFBFBD>/<2F><04>0G<30>0G<30><03>/L<>C<EFBFBD>P<> Q<> <0A> <0C> <0C>$<24>D<EFBFBD>4L<34>4L<34>[<5B>Rd<52>$e<> f<>
Updates
2026-04-13 15:03:47 +01:00
<EFBFBD> <10> <1B> <1B> <11>L<EFBFBD>L<EFBFBD>/<2F><04>0@<40>0@<40>/A<>B<>FJ<46>FZ<46>FZ<46>f<EFBFBD>T<EFBFBD>%9<>%9<>#<23>$><3E>c<EFBFBD>B<>`b<>d<01> e<01> <0F> <1F> <1F> +<2B> <11>L<EFBFBD>L<EFBFBD>/<2F><04>0D<30>0D<30>S<EFBFBD>/I<>Ia<49>b<> c<> <0F> <1F> <1F> <11>L<EFBFBD>L<EFBFBD>M<>Nc<4E>dg<64>Mh<4D>ho<68>p<> q<><15><1D><1D> ,<2C>A<EFBFBD> <11>L<EFBFBD>L<EFBFBD>;<3B>q<EFBFBD>c<EFBFBD>*<2A> +<2B> ,<2C><13>y<EFBFBD>y<EFBFBD><15><1F>r*N)rCrDrErFrGrHrIrr<>r9rrJr rBr&r*r(r0r0cs<><00><00><14><14><14><14><14><14><1B><1B><1B><1B><19><19> <20><05><EFBFBD>&<26><1F><05><EFBFBD>&<26>!<21><15><0F>'<27> <20><15><0F>'<27><1C><1B> <20><15><0F>'<27> <20><15><0F>'<27><1D><1D>
"<22>O<EFBFBD>T<EFBFBD>!<21><1A>4<EFBFBD>0<>H<EFBFBD>d<EFBFBD>0<>! <20><13>! r*r0<00>arr<72>windowc <00>d<00>ddlm}t|<00>}||kr$tj||j <00><00>S|||<01>}|j d<03><04>}|dz}|t|<05>z
Added ai stuff
2026-04-08 12:55:34 +01:00
|z
Updates
2026-04-13 15:03:47 +01:00
}tj tj||d<00>|tj||d<00>g<03>S)zKCompute rolling standard deviation using stride_tricks (O(n) memory, fast).r)<01>sliding_window_viewrN)<01>axisrMrs)<07>numpy.lib.stride_tricksrFrUrW<00>fullr<6C><00> concatenate)rCrDrF<00>n<>windowed<65>stds<64>pad_l<5F>pad_rs r(<00> _rolling_stdrP<00>s<><00><00>;<3B> <0B>C<EFBFBD><08>A<EFBFBD><08>F<EFBFBD>{<7B><11>w<EFBFBD>w<EFBFBD>q<EFBFBD>#<23>'<27>'<27>)<29>$<24>$<24>"<22>3<EFBFBD><06>/<2F>H<EFBFBD> <13><<3C><<3C>Q<EFBFBD><<3C> <1F>D<EFBFBD> <12>a<EFBFBD>K<EFBFBD>E<EFBFBD> <0A><03>D<EFBFBD> <09>M<EFBFBD>E<EFBFBD> !<21>E<EFBFBD> <0A>><3E>><3E>2<EFBFBD>7<EFBFBD>7<EFBFBD>5<EFBFBD>$<24>q<EFBFBD>'<27>2<>D<EFBFBD>"<22>'<27>'<27>%<25><14>b<EFBFBD><18>:R<>S<> T<>Tr*r<00> min_samplesc<00>f<00>tjdg|dgg<03>}tj|jtj<00><00>}tj
Added ai stuff
2026-04-08 12:55:34 +01:00
|dk(<00>d}tj
|dk(<00>d}t ||<05>D<00><06>cgc]\}}||z
Updates
2026-04-13 15:03:47 +01:00
|k\s<01>||f<02><02>c}}Scc}}w)uGReturn list of (start_idx, end_idx) for True runs ≥ min_samples long.FrNrrs)rWrJrd<00>astype<70>int8re<00>zip)rrQ<00>paddedrd<00>starts<74>endsr}r~s r(<00>_find_contiguous_regionsrY<00>s<><00><00> <0F>^<5E>^<5E>e<EFBFBD>W<EFBFBD>d<EFBFBD>U<EFBFBD>G<EFBFBD>4<> 5<>F<EFBFBD> <0A>7<EFBFBD>7<EFBFBD>6<EFBFBD>=<3D>=<3D><12><17><17>)<29> *<2A>D<EFBFBD> <0F>X<EFBFBD>X<EFBFBD>d<EFBFBD>a<EFBFBD>i<EFBFBD> <20><11> #<23>F<EFBFBD> <0F>X<EFBFBD>X<EFBFBD>d<EFBFBD>b<EFBFBD>j<EFBFBD> !<21>!<21> $<24>D<EFBFBD>"<22>6<EFBFBD>4<EFBFBD>0<> K<>t<EFBFBD>q<EFBFBD>!<21>Q<EFBFBD><11>U<EFBFBD>{<7B>4J<34>Q<EFBFBD><01>F<EFBFBD> K<>K<><4B> Ks <00>B-<06>#B-c <00><> <00>,<2C>tjd|jtj<00>}|st d|j<00><00><02><00>|j <00>\}}}t |<03>}t|<00>\<00>,}ttj<00>,<2C>j<00><00>}d|z }t<00>,d<00>t<00>,d<00>z
updated ai
2026-04-08 14:19:31 +01:00
dz} |tkD}
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Updates
2026-04-09 11:03:35 +01:00
<EFBFBD>} tt!<00>,fd <0B>| D<00><00>dzd
<EFBFBD>} d }d }d }d}d }d }t#| <0B>d k\<00>rt%dt d|z <00><00>}t'||<16>}g}t)| <0B>D]^\}\}}|d zt#| <0B>kr | |d zdn t#<00>,<2C>d z
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updated ai
2026-04-08 14:19:31 +01:00
dzd <0A>}|j+|||f<03><00>`|<18>r&t#|<18>}tttj|D<00><1E>cgc]\}}}|<1F><02>
Updates
2026-04-09 11:03:35 +01:00
c}}<1E><00>d <0A>}d}| dd } t-| t d|z <00>zt#<00>,<2C>d z
<00>}!tj.|| |!t0k\<00>d}"t#|"<22>rt<00>,| |"dz<00>,| z
dzd <0A>}|t2k|t0kz}#t|#d<12><08>}$t d|z <00>}%|$D]0\}&}'| |&cxkr | |%zks<01>n<00>t<00>,|'<00>,|&z
updated ai
2026-04-08 14:19:31 +01:00
dzd <0A>}n|r]|d\}}}|||}(tttj4|(d<14><00>ttj4|(d<12><00>z
Updates
2026-04-09 11:03:35 +01:00
dz dzd <0A>}g})| xr'|dk(xr t|j%<00><00>tk}*|*r|)j+d<18>nb| s|)j+d<19>nN| <0C>L| t6kr|)j+d| d<1B>dt6<00>d<1D><05>| t8kDr|)j+d| d<1B>dt8<00>d<1D><05>|<10>'|t:kr|)j+d|d <20>d!t:d <20>d"<22><05>|*s)|s|)j+d#<23>|dk(r|)j+d$<24>|d%k(xr|xr|d uxs |t<k}+t?d6id&|<02>d'|<05>d(|<04>d)t|dz d <0A><00>d*t| d<15><00>d+t#<00>,<2C><00>d,| <0C>d-| <0A>d.|<10>d/|<11>d0|<13>d1|<14>d2|<15>d3|<12>d4|+<2B>d5|)<29><01>Scc}}wcc}}w)7u<37>
Added ai stuff
2026-04-08 12:55:34 +01:00
Analyse a single-ended LP capture CSV (Ch1 or Ch3) and return LPMetrics.
State classification per sample:
LP-11 : voltage > LP11_HIGH_V (~1.2 V, both pins high)
LP-low : voltage < LP_LOW_V (~0 V, pin driven low — LP-01 or LP-00)
HS : voltage in mid-range with high oscillation (rolling std > HS_OSC_STD_V)
trans : everything else (transitions between states)
Updates
2026-04-13 15:03:47 +01:00
z%(\d{8}_\d{6})_lp_(\d+)_(clk|dat)\.csvz$Filename does not match lp pattern: r rsrr<>r<>)rQN<>c3<00>:<00>K<00>|]\}}<02>|<00>|z
<00><01><00>y<00>w)Nr&)<04>.0r}r~r[s <20>r(<00> <genexpr>z"analyze_lp_file.<locals>.<genexpr><3E>s"<00><><00><><00>?<3F>$<24>!<21>Q<EFBFBD><15>q<EFBFBD><18>E<EFBFBD>!<21>H<EFBFBD>$<24>?<3F>s<00>FrNg<><67>&<26> .>r<>Tg<54><67><EFBFBD><EFBFBD><EFBFBD>Ơ><3E>g<><67><EFBFBD><EFBFBD><EFBFBD>ư><3E>_rMi<>r<>uCCLK lane is in continuous HS mode — LP states not expected on CLKz)No LP-11 state detected in capture windowzLP-11 voltage r<z V below spec min z Vz V above spec max zLP exit duration r5z ns below spec min u5 ns — LP-01/LP-00 states may be absent or too briefu8LP-11 → LP-low → HS transition sequence not detectedz)No HS bursts detected after LP transition<6F>datr r rrr<>rr1r2r3r4r5r6r7r8r9r r&) r<>r<>rZr<>rVr<>rHrarIrWrdr<><00> LP11_HIGH_VrYr<>rJr<>rUrtrP<00> enumerater:rure<00> HS_OSC_STD_V<5F>LP_LOW_V<5F>
percentiler=r>r?r@r0)-rKr<>r r<>rr r\r<>r<>r<><00> lp11_mask<73> lp11_regionsr1r2r}r~r3r4r8r5r6r7rD<00>rstd<74> hs_burstsrj<00>lp11_s<5F>lp11_e<5F> burst_end<6E> burst_dur_nsr#<00>d<>s_end<6E> lookahead<61> high_std_idx<64> lp_low_mask<73>lp_low_regions<6E> exit_window<6F>lplow_s<5F>lplow_e<5F> burst_voltsr <00>continuous_hs_clkr9r[s- @r(<00>analyze_lp_filerz<00>s<><00><><00> <0B><08><08>9<>4<EFBFBD>9<EFBFBD>9<EFBFBD>b<EFBFBD>m<EFBFBD>m<EFBFBD>T<>A<EFBFBD> <0C><18>?<3F><04> <09> <09>{<7B>K<>L<>L<>"#<23>(<28>(<28>*<2A><1F>I<EFBFBD>w<EFBFBD><07><15>g<EFBFBD>,<2C>K<EFBFBD><1C>T<EFBFBD>?<3F>L<EFBFBD>E<EFBFBD>5<EFBFBD><18><12><17><17><15><1E>,<2C>,<2C>.<2E>/<2F>B<EFBFBD><16><12>8<EFBFBD>K<EFBFBD><19>%<25><02>)<29>$<24>u<EFBFBD>U<EFBFBD>1<EFBFBD>X<EFBFBD><EFBFBD>6<>#<23>=<3D>K<EFBFBD><19>;<3B>&<26>I<EFBFBD>+<2B>I<EFBFBD>2<EFBFBD>F<>L<EFBFBD><1B>N<EFBFBD><1B><14><13> <20><15>r<EFBFBD>~<7E>~<7E>$0<> 1<>D<EFBFBD>A<EFBFBD>q<EFBFBD>U<EFBFBD>1<EFBFBD>Q<EFBFBD>Z<EFBFBD> 1<>(3<>37<33>4<EFBFBD>6<EFBFBD>";<3B><=<3D>?<3F><0E> <20> <0F>?<3F>,<2C>?<3F> ?<3F>#<23> E<>q<EFBFBD>J<01><18><1C>M<EFBFBD><1D><16><1F><17><18>K<EFBFBD><1B>O<EFBFBD><1B>O<EFBFBD>
updated ai
2026-04-08 14:19:31 +01:00
<EFBFBD><<3C><18>A<EFBFBD><1D><15>R<EFBFBD><13>T<EFBFBD>B<EFBFBD>Y<EFBFBD><1E>(<28><06><1B>E<EFBFBD>6<EFBFBD>*<2A><04><16> <09>#,<2C>\<5C>#:<3A> @<01> <1F>A<EFBFBD><1F><06><06>23<32>a<EFBFBD>%<25>#<23>l<EFBFBD>:K<>2K<32> <0C>Q<EFBFBD><11>U<EFBFBD>+<2B>A<EFBFBD>.<2E>QT<51>UZ<55>Q[<5B>^_<>Q_<51>I<EFBFBD> <20>%<25> <09>"2<>U<EFBFBD>6<EFBFBD>]<5D>"B<>c<EFBFBD>!I<>1<EFBFBD>M<>L<EFBFBD> <15> <1C> <1C>f<EFBFBD>i<EFBFBD><1C>><3E> ?<3F>  @<01> <15>"<22>9<EFBFBD>~<7E>K<EFBFBD>$<24>U<EFBFBD>2<EFBFBD>7<EFBFBD>7<EFBFBD>Y<EFBFBD>3O<33>'<27>!<21>Q<EFBFBD><01>A<EFBFBD>3O<33>+P<>%Q<>ST<53>U<>O<EFBFBD>"&<26> <1F>!<21><11>O<EFBFBD>A<EFBFBD>&<26>E<EFBFBD><1B>E<EFBFBD>C<EFBFBD><06><12> <0B>$4<>4<>c<EFBFBD>%<25>j<EFBFBD>1<EFBFBD>n<EFBFBD>E<>I<EFBFBD><1D>8<EFBFBD>8<EFBFBD>D<EFBFBD><15>y<EFBFBD>$9<>\<5C>$I<>J<>1<EFBFBD>M<>L<EFBFBD><12><<3C> <20> %<25>u<EFBFBD>U<EFBFBD>\<5C>!<21>_<EFBFBD>-D<>'E<><05>e<EFBFBD> <0C>'T<>X[<5B>&[<5B>]^<5E> _<> <0A>!<21>8<EFBFBD>+<2B><04>|<7C>0C<30>D<>K<EFBFBD>5<>k<EFBFBD>q<EFBFBD>Q<>N<EFBFBD><1D>d<EFBFBD>R<EFBFBD>i<EFBFBD>.<2E>K<EFBFBD>$2<> <1A> <20><07><17><18>G<EFBFBD>:<3A>u<EFBFBD>{<7B>':<3A>:<3A>).<2E><1E>w<EFBFBD><1E>%<25><07>.<2E>8<>C<EFBFBD>?<3F><11>*D<01>&<26><19>  <1A> <15><1F><01>l<EFBFBD>G<EFBFBD>A<EFBFBD>q<EFBFBD>!<21><1F><01>!<21>*<2A>K<EFBFBD>#<23><16>r<EFBFBD>}<7D>}<7D>[<5B>"<22>5<>6<><16>r<EFBFBD>}<7D>}<7D>[<5B>!<21>4<>5<>6<>9:<3A>;<3B>=A<>B<01>CD<43><0E>O<EFBFBD> <12>H<EFBFBD>)<29>)<29>h<><07>5<EFBFBD>0@<40>h<>u<EFBFBD>U<EFBFBD>Y<EFBFBD>Y<EFBFBD>[<5B>GY<47>\g<>Gg<47><15><18><10><0F><0F>]<5D>^<5E> <19><10><0F><0F>C<>D<> <17> #<23> <19>O<EFBFBD> +<2B> <14>O<EFBFBD>O<EFBFBD>n<EFBFBD>^<5E>C<EFBFBD>,@<40>@R<>Sb<53>Rc<52>ce<63>f<> g<> <19>O<EFBFBD> +<2B> <14>O<EFBFBD>O<EFBFBD>n<EFBFBD>^<5E>C<EFBFBD>,@<40>@R<>Sb<53>Rc<52>ce<63>f<> g<><14> <20>]<5D>5F<35>%F<><10><0F><0F><1F> <0A>c<EFBFBD>2<>2E<32>FW<46>X[<5B>E\<5C>]@<01> A<01>
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Updates
2026-04-09 11:03:35 +01:00
<1D>"<22> <14>O<EFBFBD>O<EFBFBD>V<> W<> <16>!<21> <1B> <14>O<EFBFBD>O<EFBFBD>G<> H<> <10>5<EFBFBD><18> W<01> <1F> W<01> <1F>4<EFBFBD> '<27> U<>+=<3D>@U<>+U<><14> <15> <06>'<27> <06>)<29> <06>&<26> <06>$<24>K<EFBFBD>#<23>$5<>q<EFBFBD>9<>  <06>
Updates
2026-04-13 15:03:47 +01:00
$<24>K<EFBFBD><11>3<>  <06> "<22>%<25>j<EFBFBD>  <06>-<2D> <06>/<2F> <06>,<2C> <06>1<> <06>*<2A> <06>.<2E> <06>.<2E> <06>2<> <06>.<2E> <06> '<27>! <06><06><>C 2<><32>B4Ps <00>S2<12>+ S8<12>__main__rrNr"r<><00>_lp_zERROR z: )<01><)r_)HrrSrr<><00>numpyrW<00> dataclassesrr<00>pathlibr<00>typingr<00> V18_NOMINAL_Vr<56>r<>r<>r<>r8r9r;r<>rbrer=r>r?rdr@r <00>tuple<6C>ndarrayrarlrIrHrJr<>r<>r<>r<>r<>r<><00>dictrFrGr<>r rrr.r0rPrYrzrC<00>sys<79>__file__<5F>parentr rU<00>argv<67>filesr%r&r]rZ<00>result<6C>printrB<00> Exceptionr~)<01>as0r(<00><module>r<>s<><00><01><04>" <0B> <0B> <09><12>(<28><18><1B><18> <0A><17><0E><17><0E><19><11><19><12><19><0F><18><0F><18><10><1A><12><17> <0B><17><08><18><0F><18><0F><18><11><19> <0C><1D><15> <0B>= <20>= <20> <0B>= <20>H<10>D<EFBFBD><10>U<EFBFBD>2<EFBFBD>:<3A>:<3A>r<EFBFBD>z<EFBFBD>z<EFBFBD>#9<>:<3A><10>"
Added ai stuff
2026-04-08 12:55:34 +01:00
<18>2<EFBFBD>:<3A>:<3A>
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Updates
2026-04-13 15:03:47 +01:00
<EFBFBD>2C<EFBFBD>+<1C>dA<06>t<EFBFBD>A<06><0E>A<06>H <0B> <20> <20> <0B> <20>D5<06>4<EFBFBD>5<06>M<EFBFBD>5<06>|<1E><14> -<2D>-<2D> <06> <06>  <06>%<02><10>$<24>s<EFBFBD>D<EFBFBD>y<EFBFBD>/<2F><02>.D<01>A<><02><15> 8<11>d<EFBFBD>8<11>t<EFBFBD>C<EFBFBD>y<EFBFBD>8<11>v <0B> <20> <20> <0B> <20>8 <06>4<EFBFBD> <06>I<EFBFBD> <06> <12>T<EFBFBD><12>d<EFBFBD>5<EFBFBD><13>c<EFBFBD><18>?<3F>D<EFBFBD><13>d<EFBFBD><19>O<EFBFBD>+K<>&L<><12>L <0B>@ <20>@ <20> <0B>@ <20>F U<01>b<EFBFBD>j<EFBFBD>j<EFBFBD> U<01>#<23> U<01>"<22>*<2A>*<2A> U<01>L<01>2<EFBFBD>:<3A>:<3A>L<01>C<EFBFBD>L<01>Q<06>$<24>Q<06>;<3B>Q<06>h <0C>z<EFBFBD><19><0E><13>H<EFBFBD>~<7E>$<24>$<24>v<EFBFBD>-<2D>H<EFBFBD>
Added ai stuff
2026-04-08 12:55:34 +01:00
<EFBFBD>3<EFBFBD>8<EFBFBD>8<EFBFBD>}<7D>q<EFBFBD><18>"%<25>(<28>(<28>1<EFBFBD>2<EFBFBD>,<2C>/<2F>Q<EFBFBD><14>a<EFBFBD><17>/<2F><05><16>x<EFBFBD>}<7D>}<7D>W<EFBFBD>-<2D>.<2E>r<EFBFBD><01>2<><05> <12> *<2A><01> *<2A><15><11><16><16><1F>(<28><11>+<2B><06>%<25>a<EFBFBD><1F><06> <11>&<26>.<2E>.<2E>"<22> #<23> <11>G<EFBFBD> *<2A><1A><>
Updates
2026-04-13 15:03:47 +01:00
0<><30><19> *<2A> <11>F<EFBFBD>1<EFBFBD>6<EFBFBD>6<EFBFBD>(<28>"<22>Q<EFBFBD>C<EFBFBD>(<28> )<29> )<29><> *<2A>s<00> H><04>><I<02>I*<05>I%<05>%I*
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