new chirped modulator with alpha setting

dp_sync is softened
This commit is contained in:
silas (home)
2026-01-05 14:54:05 +01:00
parent 2354d7ac44
commit 0186eccced
9 changed files with 719 additions and 392 deletions

View File

@@ -1,18 +1,14 @@
function WDM_model_10km_queue(options)
%WDM_model_10km_queue
% Job-queue / pipeline version of your script:
% - Main thread runs fiber propagation segment-by-segment
% - At each eval distance: demux once and enqueue per-(l,ri) DSP jobs via parfeval
% - While continuing propagation: periodically harvest completed jobs (non-blocking)
% - End of realization: drain remaining jobs, then save
%
% Save this as a NEW file, e.g. "WDM_model_10km_queue.m"
%WDM_model_10km_queue_memopt
% Queue/pipeline version with:
% (a) reduced variable lifetime / fewer unnecessary copies (clear large temporaries early)
% (b) worker-side memory monitoring (RSS logging to per-worker files)
%%% Run parameters
arguments
options.num_channels = 16;
options.channel_spacing = 400e9;
options.fiber_length_km = 2;
options.fiber_length_km = 10;
options.rand_key = 1;
options.num_realiz = 1;
options.fwm_mitigation_technique = "co";
@@ -65,12 +61,16 @@ if ~exist(output_root,'dir'), mkdir(output_root); end
fname = sprintf('WDM_%s_%s_%s_%dkm_%dch_%dghz_%s.mat', char(t), host, jobid, options.fiber_length_km(end), options.num_channels, options.channel_spacing.*1e-9, options.fwm_mitigation_technique);
% Worker memory logs directory
memlog_dir = fullfile(output_root, 'memlogs');
if ~exist(memlog_dir,'dir'), mkdir(memlog_dir); end
%% Settings
s.num_realiz = options.num_realiz;
s.wavelengthplan = calcWavelengthPlan(options.num_channels, options.channel_spacing, 1310);
link_length = options.fiber_length_km;
s.pmd = 0.1;
s.gamma = 0.0023;
s.pmd = 0;%0.1;
s.gamma = 0;%0.0023;
s.M = 4;
fsym = 112e9;
@@ -105,7 +105,7 @@ Pform = Pulseformer("fsym",fsym,"fdac",4*fsym,"pulse","rc","pulselength",1
N = numel(s.wavelengthplan);
f_plan = physconst('lightspeed')./(s.wavelengthplan.*1e-9);
margin = 25e12; % some THz left and right
margin = 2e12; % some THz left and right
f_span = (max(f_plan)+margin)-(min(f_plan)-margin);
f_nyq = f_span/2;
@@ -117,11 +117,11 @@ s.f_opt = fdac*kover*upsample_pow;
s.f_opt_nyq = s.f_opt/2;
s.rop = -12:0.75:-0.75;
% s.rop = -12:1:0;
%% ---------- Intermediate evaluation points (distance dimension) ----------
segment_length = 1; % km (must match fiber loop below)
eval_dist_km = [2 10];
eval_dist_km = [0];
eval_dist_km = eval_dist_km(eval_dist_km <= link_length);
if link_length > 0
@@ -167,7 +167,7 @@ end
for realiz = 1:s.num_realiz
% Per-realization TX storage
% Per-realization TX storage (needed later for DSP: Symbols/Tx_bits)
signal_cell = cell(1,N);
Symbols = cell(1,N);
Tx_bits = cell(1,N);
@@ -181,42 +181,62 @@ for realiz = 1:s.num_realiz
for l = 1:N
[Digi_sig,Symbols{l},Tx_bits{l}] = PAMsource( ...
"fsym",fsym,"M",s.M,"order",18,"useprbs",0, ...
"fsym",fsym,"M",s.M,"order",17,"useprbs",0, ...
"fs_out",fdac, ...
"applyclipping",0,"clipfactor",1.5, ...
"applypulseform",apply_pulsef,"pulseformer",Pform, ...
"randkey",s.random_key+l+realiz, ...
"db_precode",db_precode,"db_encode",db_encode, ...
"mrds_code",0,"mrds_blocklength",512,"duobinary_mode",duob_mode ...
).process();
).process();
Lp_awg = Filter('filtdegree',3,"f_cutoff",56e9,"fs",fdac*kover, ...
"filterType",filtertypes.gaussian,"active",true);
El_sig = AWG("fdac",fdac,"f_cutoff",fsym,"lpf_active",1,"kover",kover, ...
"bit_resolution",6,"upsampling_method","samplehold","precomp_sinc_rolloff",0, ...
"H_lpf",Lp_awg,"dac_max",0.6,"dac_min",-0.6).process(Digi_sig);
% Digi_sig not needed after AWG
clear Digi_sig
% Electrical Driver Amplifier
El_sig = El_sig.normalize("mode","oneone");
scaling = 0.6*(u_pi/2-abs(vbias-u_pi/2));
El_sig = El_sig .* scaling;
% E/O Conversion
Eml_out = EML("mode",eml_mode.im_cosinus,"power",3,"fsimu",El_sig.fs, ...
"lambda",s.wavelengthplan(l),"bias",vbias,"u_pi",u_pi, ...
"linewidth",laser_linewidth,"randomkey",s.random_key+l+realiz).process(El_sig);
"linewidth",laser_linewidth,"randomkey",s.random_key+l+realiz,"alpha",0.8).process(El_sig);
% El_sig not needed after EML
clear El_sig
signal_cell{l} = Polarization_Controller("mode","rot_power","desired_power",pol_rot(l)).process(Eml_out);
% Eml_out not needed after pol controller
clear Eml_out Lp_awg
end
disp('Signal generated for all channels.');
%% ---------- WDM mux + launch ----------
Opt_sig_wdm = Optical_Multiplex("fs_in",fdac*kover,"fs_out",upsample_pow*fdac*kover, ...
"lambda_center",1310,"random_key",0,"filtype",1,"B",120e9).process(signal_cell);
% IMPORTANT: signal_cell is not needed anymore after multiplex (Symbols/Tx_bits remain)
clear signal_cell
Opt_sig_wdm = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power", ...
"amplification_db",s.p_launch+10*log10(N)).process(Opt_sig_wdm);
%% ---------- Fiber propagation ----------
Opt_sig_wdm_fib = Opt_sig_wdm;
% Opt_sig_wdm no longer needed as separate handle/object
clear Opt_sig_wdm
nSegments = link_length/segment_length;
if abs(nSegments - round(nSegments)) > 1e-12
error('fiber_length_km=%g must be an integer multiple of segment_length=%g km.', link_length, segment_length);
@@ -225,20 +245,70 @@ for realiz = 1:s.num_realiz
zdw = 1310;
randomize_D = true;
Dvec = getDispersionVector(nSegments, d_local, zdw, randomize_D, s.random_key+realiz);
% Guard for 0 km: avoid calling getDispersionVector(0,...) if it doesn't support it
if nSegments > 0
Dvec = getDispersionVector(nSegments, d_local, zdw, randomize_D, s.random_key+realiz);
else
Dvec = [];
end
eval_ptr = 1;
% =================== Queue throttle (prevents OOM) ===================
% Limit how many futures can be outstanding (running + queued + finished-not-yet-fetched).
% Start conservatively; you can raise to 4*NumWorkers if stable.
maxInFlight = max(2, p.NumWorkers);
% =====================================================================
% -------- Evaluate at 0 km (BTB) if requested --------
if eval_ptr <= nEval && eval_seg(eval_ptr) == 0
disp('0 km before demux.');
Opt_sig_wdm_demux = Optical_Demultiplex("attenuation",0,"B",200e9,"filtype",1, ...
"fs_out",fdac*kover,"fs_in",fdac*kover*upsample_pow,"lambda_center",1310).process(Opt_sig_wdm_fib);
cnt = 0;
total = length(s.rop)*N;
fprintf('total of %d jobs to enqueue at 0 km\n', total);
for ri = 1:length(s.rop)
for l = 1:N
cnt = cnt + 1;
% ---- Throttle before enqueueing more futures ----
[F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt] = ...
throttle_inflight(F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt, maxInFlight);
% Enqueue one job per (l,ri)
F(end+1,1) = parfeval(p, @rx_job, 5, ...
Opt_sig_wdm_demux{l}, ...
s.rop(ri), ...
Symbols{l}, Tx_bits{l}, ...
s, l, ri, realiz, eval_ptr, ...
fdac, kover, fadc, fsym, ...
len_tr, mu_dc, mu_ffe, mu_dfe, dfe_order, duob_mode, ...
memlog_dir);
fprintf('Enqueued job %d/%d for realiz %d/%d, l=%d/%d, ri=%d/%d at 0 km (inflight=%d/%d)\n', ...
cnt, total, realiz, s.num_realiz, l, N, ri, length(s.rop), numel(F), maxInFlight);
meta(end+1) = struct('l',l,'ri',ri,'realiz',realiz,'eval_ptr',eval_ptr);
end
end
clear Opt_sig_wdm_demux
eval_ptr = eval_ptr + 1;
end
% -----------------------------------------------------
for seg = 1:nSegments
fprintf('Realiz %d/%d: Segment %d/%d \n', realiz, s.num_realiz, seg, nSegments);
if 1
Opt_sig_wdm_fib = DP_Fiber("L",segment_length,"D",Dvec(seg),"Dpmd",s.pmd,"Ds",0.07, ...
"beat_len",10,"corr_len",100,"dz",1,"manakov",0, ...
"gamma",s.gamma,"lambda",zdw,"n_waveplates",10,"SS_dphimax",0.01, ...
"SS_dzmax",50,"SS_dzmin",10,"X_alpha",0.3,"X_beta",0,"rng",1).process(Opt_sig_wdm_fib);
end
% -------- Evaluate at intermediate distance (enqueue jobs) --------
if eval_ptr <= nEval && seg == eval_seg(eval_ptr)
@@ -246,39 +316,52 @@ for realiz = 1:s.num_realiz
Opt_sig_wdm_demux = Optical_Demultiplex("attenuation",0,"B",200e9,"filtype",1, ...
"fs_out",fdac*kover,"fs_in",fdac*kover*upsample_pow,"lambda_center",1310).process(Opt_sig_wdm_fib);
cnt = 0;
total = length(s.rop)*N;
fprintf('total of %d jobs to enqueue at 0 km\n', total);
for ri = 1:length(s.rop)
for l = 1:N
% Enqueue one job per (l,ri)
cnt = cnt + 1;
% ---- Throttle before enqueueing more futures ----
[F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt] = ...
throttle_inflight(F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt, maxInFlight);
F(end+1,1) = parfeval(p, @rx_job, 5, ...
Opt_sig_wdm_demux{l}, ... % channel signal at this eval point
s.rop(ri), ... % rop [dB]
Symbols{l}, Tx_bits{l}, ...% reference + bits
s, l, realiz, ... % settings + indices
Opt_sig_wdm_demux{l}, ...
s.rop(ri), ...
Symbols{l}, Tx_bits{l}, ...
s, l, ri, realiz, eval_ptr, ...
fdac, kover, fadc, fsym, ...
len_tr, mu_dc, mu_ffe, mu_dfe, dfe_order, duob_mode);
len_tr, mu_dc, mu_ffe, mu_dfe, dfe_order, duob_mode, ...
memlog_dir);
fprintf('Enqueued job %d/%d for realiz %d/%d, l=%d/%d, ri=%d/%d at 0 km (inflight=%d/%d)\n', ...
cnt, total, realiz, s.num_realiz, l, N, ri, length(s.rop), numel(F), maxInFlight);
meta(end+1) = struct('l',l,'ri',ri,'realiz',realiz,'eval_ptr',eval_ptr);
end
end
clear Opt_sig_wdm_demux
eval_ptr = eval_ptr + 1;
end
% ----------------------------------------------------------------
% Non-blocking harvest: store finished jobs (if any) while we continue propagation
% Non-blocking harvest (your existing line)
[F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt] = ...
collect_done(F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt, false);
end
% Drain remaining jobs for this realization (blocking until queue is empty)
while ~isempty(F)
[F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt] = ...
collect_done(F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt, true);
end
%% Save results (per realization)
res = struct();
res.settings = s;
res.eval_dist_km = eval_dist_km;
@@ -292,6 +375,9 @@ for realiz = 1:s.num_realiz
fprintf('Saved results to: %s\n', fullfile(output_root, fname));
disp(datetime('now','TimeZone','local','Format','yyyyMs.Mdd_HHmmss'));
% Per-realization large arrays that are no longer needed
clear Opt_sig_wdm_fib Symbols Tx_bits Dvec
end
end % end main
@@ -300,25 +386,39 @@ end % end main
%% ========================= Local functions =========================
function [ffe_results, dfe_results, vnle_results, mlse_results, dbt_results] = rx_job( ...
Opt_sig_chan, rop_db, Symbols_l, Tx_bits_l, s, l, realiz, ...
fdac, kover, fadc, fsym, len_tr, mu_dc, mu_ffe, mu_dfe, dfe_order, duob_mode)
Opt_sig_chan, rop_db, Symbols_l, Tx_bits_l, s, l, ri, realiz, eval_ptr, ...
fdac, kover, fadc, fsym, len_tr, mu_dc, mu_ffe, mu_dfe, dfe_order, duob_mode, memlog_dir)
% NOTE: keep plotting OFF in workers
debug_plots = 0;
% Create per-worker logfile (avoid contention)
logfile = make_worker_logfile(memlog_dir);
log_mem(logfile, 'job_start', l, ri, realiz, eval_ptr, rop_db, Opt_sig_chan);
%%%%%% ROP %%%%%%
Opt_sig_wdm_rx = Amplifier("amp_mode","ideal_no_noise","gain_mode","output_power", ...
"amplification_db", rop_db).process(Opt_sig_chan);
% Opt_sig_chan no longer needed after amp
clear Opt_sig_chan
log_mem(logfile, 'after_amp', l, ri, realiz, eval_ptr, rop_db, Opt_sig_wdm_rx);
%%%%%% PD Square Law %%%%%%
assert(fdac*kover==Opt_sig_wdm_rx.fs,'Sampling Frequencies do not match! Check previous steps');
PD_sig = Photodiode("fsimu",fdac*kover,"dark_current",2e-08,"responsivity",1,"temperature",20, ...
"nep",1.8e-11,"randomkey",s.random_key + l + realiz).process(Opt_sig_wdm_rx);
% Opt_sig_wdm_rx not needed after PD
clear Opt_sig_wdm_rx
log_mem(logfile, 'after_pd', l, ri, realiz, eval_ptr, rop_db, PD_sig);
%%%%%% Low-pass RX (PD, El. Connectors and Scope) %%%%%%
rx_bwl = 100e9;
PD_sig = Filter('filtdegree',4,"f_cutoff",rx_bwl,"fs",fdac*kover, ...
"filterType",filtertypes.butterworth,"active",true).process(PD_sig);
log_mem(logfile, 'after_rx_lpf', l, ri, realiz, eval_ptr, rop_db, PD_sig);
%%%%%% Low-pass Scope %%%%%%
Lp_scpe = Filter('filtdegree',4,"f_cutoff",80e9,"fs",fadc, ...
@@ -330,11 +430,28 @@ Scpe_sig = Scope("fsimu",fdac*kover,"fadc",fadc, ...
"samplingdelay",0,"rand_samplingdelay",0,"freq_offset",0,"samp_jitter",0, ...
"adcresolution",8,"quantbuffer",0.1,'block_dc',1,'lpf_active',0,'H_lpf',Lp_scpe).process(PD_sig);
% PD_sig no longer needed after scope
clear PD_sig Lp_scpe
log_mem(logfile, 'after_scope', l, ri, realiz, eval_ptr, rop_db, Scpe_sig);
Scpe_sig_2sps = Scpe_sig.resample("fs_out",2*fsym);
% Scpe_sig no longer needed after resample
clear Scpe_sig
log_mem(logfile, 'after_resample', l, ri, realiz, eval_ptr, rop_db, Scpe_sig_2sps);
[~, Scpe_cell, ~, ~] = Scpe_sig_2sps.tsynch("reference", Symbols_l, "fs_ref", fsym, "debug_plots", debug_plots);
% Scpe_sig_2sps no longer needed after sync
clear Scpe_sig_2sps
log_mem(logfile, 'after_sync', l, ri, realiz, eval_ptr, rop_db);
Rx_sig = Scpe_cell{1}.normalize("mode","rms");
% Scpe_cell no longer needed
clear Scpe_cell
log_mem(logfile, 'after_rxsig', l, ri, realiz, eval_ptr, rop_db, Rx_sig);
% -------------------- FFE --------------------
ffe_order = [50, 0, 0];
eq_ffe = EQ("Ne",ffe_order,"Nb",[0,0,0], ...
@@ -345,10 +462,11 @@ eq_ffe = EQ("Ne",ffe_order,"Nb",[0,0,0], ...
ffe_results = ffe(eq_ffe,s.M,Rx_sig,Symbols_l,Tx_bits_l, ...
"precode_mode",duob_mode,'showAnalysis',0,"postFFE",[], ...
"eth_style_symbol_mapping",0);
clear eq_ffe
log_mem(logfile, 'after_ffe', l, ri, realiz, eval_ptr, rop_db);
% -------------------- DFE --------------------
dfe_order2 = [50, 0, 0];
eq_dfe = EQ("Ne",dfe_order2,"Nb",[2,0,0], ...
eq_dfe = EQ("Ne",ffe_order,"Nb",[2,0,0], ...
"training_length",len_tr,"training_loops",5,"dd_loops",5, ...
"K",2,"DCmu",mu_dc,"DDmu",[mu_ffe mu_dfe],"DFEmu",0.005, ...
"FFEmu",0,"plotfinal",0,"ideal_dfe",0);
@@ -356,6 +474,8 @@ eq_dfe = EQ("Ne",dfe_order2,"Nb",[2,0,0], ...
dfe_results = ffe(eq_dfe,s.M,Rx_sig,Symbols_l,Tx_bits_l, ...
"precode_mode",duob_mode,'showAnalysis',0,"postFFE",[], ...
"eth_style_symbol_mapping",0);
clear eq_dfe
log_mem(logfile, 'after_dfe', l, ri, realiz, eval_ptr, rop_db);
% -------------------- VNLE + MLSE --------------------
pf_ncoeffs = 1;
@@ -371,11 +491,22 @@ mlse_ = MLSE("duobinary_output",0,'M',s.M,'trellis_states',PAMmapper(s.M,0).leve
[vnle_results, mlse_results] = vnle_postfilter_mlse(eq_v, pf_, mlse_, s.M, Rx_sig, Symbols_l, Tx_bits_l, ...
"precode_mode", duob_mode, 'showAnalysis', 0, "postFFE", [], "eth_style_symbol_mapping", 0);
clear eq_v pf_ mlse_
log_mem(logfile, 'after_vnle_mlse', l, ri, realiz, eval_ptr, rop_db);
% -------------------- DB target --------------------
mlse_db_ = MLSE("DIR",[1,1],"duobinary_output",0,"M",s.M,'trellis_states',PAMmapper(s.M,0).levels);
dbt_results = duobinary_target(eq_v, mlse_db_, s.M, Rx_sig, Symbols_l, Tx_bits_l, ...
ffe_order = [50, 5, 5];
eq_ = EQ("Ne",ffe_order,"Nb",dfe_order,"training_length",len_tr,"training_loops",5,"dd_loops",5, ...
"K",2,"DCmu",mu_dc,"DDmu",[mu_ffe mu_dfe],"DFEmu",0.005,"FFEmu",0,"plotfinal",0,"ideal_dfe",1);
dbt_results = duobinary_target(eq_,mlse_db_, s.M, Rx_sig, Symbols_l, Tx_bits_l, ...
"precode_mode", duob_mode, 'showAnalysis', 0, "postFFE", []);
clear mlse_db_
log_mem(logfile, 'job_end', l, ri, realiz, eval_ptr, rop_db);
% Rx_sig no longer needed
clear Rx_sig Symbols_l Tx_bits_l
end
@@ -385,15 +516,12 @@ function [F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt]
if nargin < 9, block = false; end
if isempty(F), return; end
% Non-blocking mode: try to fetch as many finished as possible with timeout=0
% Blocking mode: wait for at least one result (timeout=Inf), then keep draining with timeout=0
if block
timeout_first = Inf;
else
timeout_first = 0;
end
% Fetch first (maybe blocking), then drain the rest non-blocking
first = true;
while ~isempty(F)
if first
@@ -406,12 +534,11 @@ while ~isempty(F)
try
[k, ffe_r, dfe_r, vnle_r, mlse_r, dbt_r] = fetchNext(F, timeout);
catch
% fetchNext throws if timeout=0 and nothing finished in some releases; treat as "nothing ready"
break;
end
if isempty(k)
break; % nothing ready
break;
end
m = meta(k);
@@ -422,8 +549,177 @@ while ~isempty(F)
output_mlse{m.l, m.ri, m.realiz, m.eval_ptr} = mlse_r;
output_dbt{m.l, m.ri, m.realiz, m.eval_ptr} = dbt_r;
% Remove completed future & meta entry (important: indices change afterwards)
F(k) = [];
meta(k) = [];
end
end
%% ========================= Memory logging helpers =========================
function logfile = make_worker_logfile(memlog_dir)
% One file per worker process to avoid write contention.
pid = get_pid_safe();
t = getCurrentTask();
if isempty(t)
tid = -1;
else
tid = t.ID;
end
logfile = fullfile(memlog_dir, sprintf('memlog_pid%d_task%d.txt', pid, tid));
end
function log_mem(logfile, tag, l, ri, realiz, eval_ptr, rop_db, varargin)
% Append one line with RSS/VmSize plus optional "largest variable" info.
% Uses /proc on Linux where available.
ts = datetime('now','TimeZone','local','Format','yyyy-MM-dd HH:mm:ss.SSS');
[rssMB, vmsMB] = proc_mem_mb();
% Optional: include size of a specific variable/object if provided
extra = "";
if ~isempty(varargin)
try
x = varargin{1}; %#ok<NASGU>
w = whos('x');
extra = sprintf(' | x_bytes=%d', w.bytes);
catch
extra = " | x_bytes=NA";
end
end
line = sprintf('%s | %s | l=%d ri=%d realiz=%d eval=%d rop=%.3f | RSS=%.1fMB Vm=%.1fMB%s\n', ...
char(ts), tag, l, ri, realiz, eval_ptr, rop_db, rssMB, vmsMB, extra);
fid = fopen(logfile, 'a');
if fid ~= -1
fwrite(fid, line);
fclose(fid);
end
end
function [rssMB, vmsMB] = proc_mem_mb()
% RSS/VmSize from /proc (Linux). Falls back to NaN if unavailable.
rssMB = NaN; vmsMB = NaN;
if isunix
try
txt = fileread('/proc/self/status');
rssMB = parse_kb_field(txt, 'VmRSS:') / 1024;
vmsMB = parse_kb_field(txt, 'VmSize:') / 1024;
return;
catch
% fall through
end
end
% Fallback (Windows): memory() sometimes works
if ispc
try
m = memory;
% MemUsedMATLAB is bytes
rssMB = double(m.MemUsedMATLAB) / 1024^2;
vmsMB = NaN;
catch
end
end
end
function kb = parse_kb_field(txt, key)
kb = NaN;
idx = strfind(txt, key);
if isempty(idx), return; end
i = idx(1) + length(key);
% read until end of line
j = find(txt(i:end)==newline, 1, 'first') + i - 2;
val = strtrim(txt(i:j));
% format: "123456 kB"
parts = split(val);
kb = str2double(parts{1});
end
function pid = get_pid_safe()
pid = -1;
try
pid = feature('getpid');
catch
% no-op
end
end
function [F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt] = ...
throttle_inflight(F, meta, output_ffe, output_dfe, output_vnle, output_mlse, output_dbt, maxInFlight)
%THROTTLE_INFLIGHT
% Enforces a HARD cap on outstanding futures (running + queued + finished-not-yet-fetched).
% Blocks until numel(F) < maxInFlight, then returns.
while numel(F) >= maxInFlight
% Wait until at least one finishes OR fails
% (wait('finished',1) only wakes for finished, so we also handle failures via periodic checks)
try
wait(F, 'finished', 1);
catch
% If wait fails for some reason, fall back to a short pause
pause(0.1);
end
% Harvest finished and failed futures (robust snapshot)
n = numel(F);
% Safety: meta must match F length
if numel(meta) ~= n
% Keep them aligned (rare; indicates earlier mismatch)
m = min(numel(meta), n);
F = F(1:m);
meta = meta(1:m);
n = m;
end
states = cell(1,n);
for k = 1:n
states{k} = F(k).State;
end
doneFinished = strcmp(states, 'finished');
doneFailed = strcmp(states, 'failed');
done = doneFinished | doneFailed;
idxDone = find(done);
if isempty(idxDone)
pause(0.05);
continue;
end
% Fetch outputs for finished; mark failed as empty results
for jj = 1:numel(idxDone)
ii = idxDone(jj);
m = meta(ii);
if doneFinished(ii)
[ffe_r, dfe_r, vnle_r, mlse_r, dbt_r] = fetchOutputs(F(ii));
else
% Failed
try
err = F(ii).Error;
warning('rx_job failed: realiz=%d eval=%d l=%d ri=%d | %s', ...
m.realiz, m.eval_ptr, m.l, m.ri, err.message);
catch
end
ffe_r = []; dfe_r = []; vnle_r = []; mlse_r = []; dbt_r = [];
end
output_ffe{m.l, m.ri, m.realiz, m.eval_ptr} = ffe_r;
output_dfe{m.l, m.ri, m.realiz, m.eval_ptr} = dfe_r;
output_vnle{m.l, m.ri, m.realiz, m.eval_ptr} = vnle_r;
output_mlse{m.l, m.ri, m.realiz, m.eval_ptr} = mlse_r;
output_dbt{m.l, m.ri, m.realiz, m.eval_ptr} = dbt_r;
end
% Remove harvested futures/meta entries using numeric indices (safe)
F(idxDone) = [];
meta(idxDone) = [];
end
end