-
Notifications
You must be signed in to change notification settings - Fork 4
Expand file tree
/
Copy pathz_d2e926c6535458c2_array_py.html
More file actions
450 lines (450 loc) · 103 KB
/
z_d2e926c6535458c2_array_py.html
File metadata and controls
450 lines (450 loc) · 103 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8">
<title>Coverage for muutils/json_serialize/array.py: 60%</title>
<link rel="icon" sizes="32x32" href="favicon_32_cb_c827f16f.png">
<link rel="stylesheet" href="style_cb_9ff733b0.css" type="text/css">
<script src="coverage_html_cb_dd2e7eb5.js" defer></script>
</head>
<body class="pyfile">
<header>
<div class="content">
<h1>
<span class="text">Coverage for </span><b>muutils / json_serialize / array.py</b>:
<span class="pc_cov">60%</span>
</h1>
<aside id="help_panel_wrapper">
<input id="help_panel_state" type="checkbox">
<label for="help_panel_state">
<img id="keyboard_icon" src="keybd_closed_cb_900cfef5.png" alt="Show/hide keyboard shortcuts">
</label>
<div id="help_panel">
<p class="legend">Shortcuts on this page</p>
<div class="keyhelp">
<p>
<kbd>r</kbd>
<kbd>m</kbd>
<kbd>x</kbd>
toggle line displays
</p>
<p>
<kbd>j</kbd>
<kbd>k</kbd>
next/prev highlighted chunk
</p>
<p>
<kbd>0</kbd> (zero) top of page
</p>
<p>
<kbd>1</kbd> (one) first highlighted chunk
</p>
<p>
<kbd>[</kbd>
<kbd>]</kbd>
prev/next file
</p>
<p>
<kbd>u</kbd> up to the index
</p>
<p>
<kbd>?</kbd> show/hide this help
</p>
</div>
</div>
</aside>
<h2>
<span class="text">114 statements </span>
<button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">68<span class="text"> run</span></button>
<button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">46<span class="text"> missing</span></button>
<button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">46<span class="text"> excluded</span></button>
</h2>
<p class="text">
<a id="prevFileLink" class="nav" href="z_d2e926c6535458c2___init___py.html">« prev</a>
<a id="indexLink" class="nav" href="index.html">^ index</a>
<a id="nextFileLink" class="nav" href="z_d2e926c6535458c2_dataclass_transform_mock_py.html">» next</a>
<a class="nav" href="https://coverage.readthedocs.io/en/7.13.5">coverage.py v7.13.5</a>,
created at 2026-03-18 21:32 -0600
</p>
<aside class="hidden">
<button type="button" class="button_next_chunk" data-shortcut="j"></button>
<button type="button" class="button_prev_chunk" data-shortcut="k"></button>
<button type="button" class="button_top_of_page" data-shortcut="0"></button>
<button type="button" class="button_first_chunk" data-shortcut="1"></button>
<button type="button" class="button_prev_file" data-shortcut="["></button>
<button type="button" class="button_next_file" data-shortcut="]"></button>
<button type="button" class="button_to_index" data-shortcut="u"></button>
<button type="button" class="button_show_hide_help" data-shortcut="?"></button>
</aside>
</div>
</header>
<main id="source">
<p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">"""this utilities module handles serialization and loading of numpy and torch arrays as json</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="str">- `array_list_meta` is less efficient (arrays are stored as nested lists), but preserves both metadata and human readability.</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="str">- `array_b64_meta` is the most efficient, but is not human readable.</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="str">- `external` is mostly for use in [`ZANJ`](https://github.com/mivanit/ZANJ)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="str">"""</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">annotations</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="key">import</span> <span class="nam">base64</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">import</span> <span class="nam">typing</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="key">import</span> <span class="nam">warnings</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"> <span class="nam">TYPE_CHECKING</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"> <span class="nam">Any</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">Iterable</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"> <span class="nam">Literal</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"> <span class="nam">Optional</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">Sequence</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">TypedDict</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="nam">Union</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="nam">overload</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> <span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="key">except</span> <span class="nam">ImportError</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="fst">f"</span><span class="fst">numpy is not installed, array serialization will not work: \n</span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="nam">ImportWarning</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="key">if</span> <span class="nam">TYPE_CHECKING</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"> <span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="key">import</span> <span class="nam">torch</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> <span class="key">from</span> <span class="nam">muutils</span><span class="op">.</span><span class="nam">json_serialize</span><span class="op">.</span><span class="nam">json_serialize</span> <span class="key">import</span> <span class="nam">JsonSerializer</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="key">from</span> <span class="nam">muutils</span><span class="op">.</span><span class="nam">json_serialize</span><span class="op">.</span><span class="nam">types</span> <span class="key">import</span> <span class="nam">_FORMAT_KEY</span> <span class="com"># pyright: ignore[reportPrivateUsage]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="com"># TYPING: pyright complains way too much here</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="com"># pyright: reportCallIssue=false,reportArgumentType=false,reportUnknownVariableType=false,reportUnknownMemberType=false</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="com"># Recursive type for nested numeric lists (output of arr.tolist())</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"><span class="nam">NumericList</span> <span class="op">=</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Union</span><span class="op">[</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="nam">typing</span><span class="op">.</span><span class="nam">List</span><span class="op">[</span><span class="nam">typing</span><span class="op">.</span><span class="nam">Union</span><span class="op">[</span><span class="nam">int</span><span class="op">,</span> <span class="nam">float</span><span class="op">,</span> <span class="nam">bool</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="nam">typing</span><span class="op">.</span><span class="nam">List</span><span class="op">[</span><span class="str">"NumericList"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"><span class="op">]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"><span class="nam">ArrayMode</span> <span class="op">=</span> <span class="nam">Literal</span><span class="op">[</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="str">"list"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="str">"array_list_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="str">"array_hex_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="str">"array_b64_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> <span class="str">"external"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="str">"zero_dim"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"><span class="op">]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"><span class="com"># Modes that produce SerializedArrayWithMeta (dict with metadata)</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"><span class="nam">ArrayModeWithMeta</span> <span class="op">=</span> <span class="nam">Literal</span><span class="op">[</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="str">"array_list_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="str">"array_hex_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> <span class="str">"array_b64_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="str">"zero_dim"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="str">"external"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="op">]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="key">def</span> <span class="nam">array_n_elements</span><span class="op">(</span><span class="nam">arr</span><span class="op">:</span> <span class="nam">Any</span><span class="op">)</span> <span class="op">-></span> <span class="nam">int</span><span class="op">:</span> <span class="com"># type: ignore[name-defined] # pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="str">"""get the number of elements in an array"""</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="key">return</span> <span class="nam">arr</span><span class="op">.</span><span class="nam">size</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> <span class="key">elif</span> <span class="nam">str</span><span class="op">(</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">)</span> <span class="op">==</span> <span class="str">"<class 'torch.Tensor'>"</span><span class="op">:</span> <span class="com"># pyright: ignore[reportUnknownArgumentType, reportAny]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="key">assert</span> <span class="nam">hasattr</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="str">"nelement"</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="str">"torch Tensor does not have nelement() method? this should not happen"</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="op">)</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="key">return</span> <span class="nam">arr</span><span class="op">.</span><span class="nam">nelement</span><span class="op">(</span><span class="op">)</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="key">raise</span> <span class="nam">TypeError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid type: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"><span class="key">class</span> <span class="nam">ArrayMetadata</span><span class="op">(</span><span class="nam">TypedDict</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> <span class="str">"""Metadata for a numpy/torch array"""</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="nam">shape</span><span class="op">:</span> <span class="nam">list</span><span class="op">[</span><span class="nam">int</span><span class="op">]</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> <span class="nam">dtype</span><span class="op">:</span> <span class="nam">str</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">:</span> <span class="nam">int</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="key">class</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">(</span><span class="nam">TypedDict</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="str">"""Serialized array with metadata (for array_list_meta, array_hex_meta, array_b64_meta, zero_dim modes)"""</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> <span class="nam">__muutils_format__</span><span class="op">:</span> <span class="nam">str</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"> <span class="nam">data</span><span class="op">:</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Union</span><span class="op">[</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"> <span class="nam">NumericList</span><span class="op">,</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">float</span><span class="op">,</span> <span class="nam">bool</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"> <span class="op">]</span> <span class="com"># list, hex str, b64 str, or scalar for zero_dim</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> <span class="nam">shape</span><span class="op">:</span> <span class="nam">list</span><span class="op">[</span><span class="nam">int</span><span class="op">]</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"> <span class="nam">dtype</span><span class="op">:</span> <span class="nam">str</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">:</span> <span class="nam">int</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="key">def</span> <span class="nam">arr_metadata</span><span class="op">(</span><span class="nam">arr</span><span class="op">:</span> <span class="nam">Any</span><span class="op">)</span> <span class="op">-></span> <span class="nam">ArrayMetadata</span><span class="op">:</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> <span class="str">"""get metadata for a numpy array"""</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> <span class="str">"shape"</span><span class="op">:</span> <span class="nam">list</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">shape</span><span class="op">)</span><span class="op">,</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> <span class="str">"dtype"</span><span class="op">:</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">arr</span><span class="op">.</span><span class="nam">dtype</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">if</span> <span class="nam">hasattr</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">dtype</span><span class="op">,</span> <span class="str">"__name__"</span><span class="op">)</span> <span class="key">else</span> <span class="nam">str</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">dtype</span><span class="op">)</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> <span class="str">"n_elements"</span><span class="op">:</span> <span class="nam">array_n_elements</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"><span class="key">def</span> <span class="nam">serialize_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="nam">jser</span><span class="op">:</span> <span class="str">"JsonSerializer"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="str">"Union[np.ndarray, torch.Tensor]"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="nam">path</span><span class="op">:</span> <span class="nam">str</span> <span class="op">|</span> <span class="nam">Sequence</span><span class="op">[</span><span class="nam">str</span> <span class="op">|</span> <span class="nam">int</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">Literal</span><span class="op">[</span><span class="str">"list"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">NumericList</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="key">def</span> <span class="nam">serialize_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="nam">jser</span><span class="op">:</span> <span class="str">"JsonSerializer"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="str">"Union[np.ndarray, torch.Tensor]"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="nam">path</span><span class="op">:</span> <span class="nam">str</span> <span class="op">|</span> <span class="nam">Sequence</span><span class="op">[</span><span class="nam">str</span> <span class="op">|</span> <span class="nam">int</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">ArrayModeWithMeta</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">SerializedArrayWithMeta</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"><span class="key">def</span> <span class="nam">serialize_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="nam">jser</span><span class="op">:</span> <span class="str">"JsonSerializer"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="str">"Union[np.ndarray, torch.Tensor]"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="nam">path</span><span class="op">:</span> <span class="nam">str</span> <span class="op">|</span> <span class="nam">Sequence</span><span class="op">[</span><span class="nam">str</span> <span class="op">|</span> <span class="nam">int</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="key">None</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">SerializedArrayWithMeta</span> <span class="op">|</span> <span class="nam">NumericList</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"><span class="key">def</span> <span class="nam">serialize_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"> <span class="nam">jser</span><span class="op">:</span> <span class="str">"JsonSerializer"</span><span class="op">,</span> <span class="com"># type: ignore[name-defined] # noqa: F821</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="str">"Union[np.ndarray, torch.Tensor]"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="nam">path</span><span class="op">:</span> <span class="nam">str</span> <span class="op">|</span> <span class="nam">Sequence</span><span class="op">[</span><span class="nam">str</span> <span class="op">|</span> <span class="nam">int</span><span class="op">]</span><span class="op">,</span> <span class="com"># pyright: ignore[reportUnusedParameter]</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">ArrayMode</span> <span class="op">|</span> <span class="key">None</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">SerializedArrayWithMeta</span> <span class="op">|</span> <span class="nam">NumericList</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="str">"""serialize a numpy or pytorch array in one of several modes</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="str"> if the object is zero-dimensional, simply get the unique item</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"><span class="str"> `array_mode: ArrayMode` can be one of:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"><span class="str"> - `list`: serialize as a list of values, no metadata (equivalent to `arr.tolist()`)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"><span class="str"> - `array_list_meta`: serialize dict with metadata, actual list under the key `data`</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"><span class="str"> - `array_hex_meta`: serialize dict with metadata, actual hex string under the key `data`</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"><span class="str"> - `array_b64_meta`: serialize dict with metadata, actual base64 string under the key `data`</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"><span class="str"> for `array_list_meta`, `array_hex_meta`, and `array_b64_meta`, the serialized object is:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"><span class="str"> ```</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"><span class="str"> {</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"><span class="str"> _FORMAT_KEY: <array_list_meta|array_hex_meta>,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"><span class="str"> "shape": arr.shape,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"><span class="str"> "dtype": str(arr.dtype),</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"><span class="str"> "data": <arr.tolist()|arr.tobytes().hex()|base64.b64encode(arr.tobytes()).decode()>,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"><span class="str"> }</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"><span class="str"> ```</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"><span class="str"> # Parameters:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"><span class="str"> - `arr : Any` array to serialize</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"><span class="str"> - `array_mode : ArrayMode` mode in which to serialize the array</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"><span class="str"> (defaults to `None` and inheriting from `jser: JsonSerializer`)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"><span class="str"> # Returns:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str"> - `JSONitem`</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="str"> json serialized array</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str"> # Raises:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str"> - `KeyError` : if the array mode is not valid</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"> <span class="key">if</span> <span class="nam">array_mode</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"> <span class="nam">array_mode</span> <span class="op">=</span> <span class="nam">jser</span><span class="op">.</span><span class="nam">array_mode</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="nam">arr_type</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="fst">f"</span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">.</span><span class="nam">__module__</span><span class="op">}</span><span class="fst">.</span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> <span class="nam">arr_np</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span> <span class="op">=</span> <span class="nam">arr</span> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span> <span class="key">else</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="com"># pyright: ignore[reportUnnecessaryIsInstance]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"> <span class="com"># Handle list mode first (no metadata needed)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"> <span class="key">if</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"list"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="key">return</span> <span class="nam">arr_np</span><span class="op">.</span><span class="nam">tolist</span><span class="op">(</span><span class="op">)</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"> <span class="com"># For all other modes, compute metadata once</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"> <span class="nam">metadata</span><span class="op">:</span> <span class="nam">ArrayMetadata</span> <span class="op">=</span> <span class="nam">arr_metadata</span><span class="op">(</span><span class="nam">arr</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">shape</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span> <span class="key">else</span> <span class="nam">arr_np</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"> <span class="com"># TYPING: ty<=0.0.1a24 does not appear to support unpacking TypedDicts, so we do things manually. change it back later maybe?</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="com"># handle zero-dimensional arrays</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">shape</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"> <span class="key">return</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"> <span class="nam">__muutils_format__</span><span class="op">=</span><span class="fst">f"</span><span class="op">{</span><span class="nam">arr_type</span><span class="op">}</span><span class="fst">:zero_dim</span><span class="fst">"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"> <span class="nam">data</span><span class="op">=</span><span class="nam">arr</span><span class="op">.</span><span class="nam">item</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"> <span class="nam">shape</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="nam">dtype</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"n_elements"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"> <span class="com"># Handle the metadata modes</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"> <span class="key">if</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_list_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"> <span class="key">return</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="nam">__muutils_format__</span><span class="op">=</span><span class="fst">f"</span><span class="op">{</span><span class="nam">arr_type</span><span class="op">}</span><span class="fst">:array_list_meta</span><span class="fst">"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="nam">data</span><span class="op">=</span><span class="nam">arr_np</span><span class="op">.</span><span class="nam">tolist</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="com"># pyright: ignore[reportAny]</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"> <span class="nam">shape</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"> <span class="nam">dtype</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"n_elements"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_hex_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"> <span class="key">return</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"> <span class="nam">__muutils_format__</span><span class="op">=</span><span class="fst">f"</span><span class="op">{</span><span class="nam">arr_type</span><span class="op">}</span><span class="fst">:array_hex_meta</span><span class="fst">"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t"> <span class="nam">data</span><span class="op">=</span><span class="nam">arr_np</span><span class="op">.</span><span class="nam">tobytes</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">hex</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t"> <span class="nam">shape</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"> <span class="nam">dtype</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"n_elements"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_b64_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"> <span class="key">return</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"> <span class="nam">__muutils_format__</span><span class="op">=</span><span class="fst">f"</span><span class="op">{</span><span class="nam">arr_type</span><span class="op">}</span><span class="fst">:array_b64_meta</span><span class="fst">"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"> <span class="nam">data</span><span class="op">=</span><span class="nam">base64</span><span class="op">.</span><span class="nam">b64encode</span><span class="op">(</span><span class="nam">arr_np</span><span class="op">.</span><span class="nam">tobytes</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">decode</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"> <span class="nam">shape</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"> <span class="nam">dtype</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"> <span class="nam">n_elements</span><span class="op">=</span><span class="nam">metadata</span><span class="op">[</span><span class="str">"n_elements"</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"> <span class="key">raise</span> <span class="nam">KeyError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid array_mode: </span><span class="op">{</span><span class="nam">array_mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="key">def</span> <span class="nam">infer_array_mode</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">ArrayModeWithMeta</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"><span class="key">def</span> <span class="nam">infer_array_mode</span><span class="op">(</span><span class="nam">arr</span><span class="op">:</span> <span class="nam">NumericList</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Literal</span><span class="op">[</span><span class="str">"list"</span><span class="op">]</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"><span class="key">def</span> <span class="nam">infer_array_mode</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">Union</span><span class="op">[</span><span class="nam">SerializedArrayWithMeta</span><span class="op">,</span> <span class="nam">NumericList</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">ArrayMode</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"> <span class="str">"""given a serialized array, infer the mode</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str"> assumes the array was serialized via `serialize_array()`</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"> <span class="nam">return_mode</span><span class="op">:</span> <span class="nam">ArrayMode</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"> <span class="com"># _FORMAT_KEY always maps to a string</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t"> <span class="nam">fmt</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="nam">arr</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">_FORMAT_KEY</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t"> <span class="key">if</span> <span class="nam">fmt</span><span class="op">.</span><span class="nam">endswith</span><span class="op">(</span><span class="str">":array_list_meta"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t"> <span class="nam">arr_data</span> <span class="op">=</span> <span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span> <span class="com"># ty: ignore[invalid-argument-type]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">,</span> <span class="nam">Iterable</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid list format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\t</span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"array_list_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"> <span class="key">elif</span> <span class="nam">fmt</span><span class="op">.</span><span class="nam">endswith</span><span class="op">(</span><span class="str">":array_hex_meta"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"> <span class="nam">arr_data</span> <span class="op">=</span> <span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span> <span class="com"># ty: ignore[invalid-argument-type]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">,</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid hex format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\t</span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"array_hex_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"> <span class="key">elif</span> <span class="nam">fmt</span><span class="op">.</span><span class="nam">endswith</span><span class="op">(</span><span class="str">":array_b64_meta"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"> <span class="nam">arr_data</span> <span class="op">=</span> <span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span> <span class="com"># ty: ignore[invalid-argument-type]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">,</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid b64 format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr_data</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\t</span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"array_b64_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"> <span class="key">elif</span> <span class="nam">fmt</span><span class="op">.</span><span class="nam">endswith</span><span class="op">(</span><span class="str">":external"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"external"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"> <span class="key">elif</span> <span class="nam">fmt</span><span class="op">.</span><span class="nam">endswith</span><span class="op">(</span><span class="str">":zero_dim"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"zero_dim"</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid format: </span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"> <span class="key">elif</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">list</span><span class="op">)</span><span class="op">:</span> <span class="com"># pyright: ignore[reportUnnecessaryIsInstance]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"> <span class="nam">return_mode</span> <span class="op">=</span> <span class="str">"list"</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">cannot infer array_mode from\t</span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">arr</span> <span class="op">=</span> <span class="op">}</span><span class="fst">"</span><span class="op">)</span> <span class="com"># pyright: ignore[reportUnreachable]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"> <span class="key">return</span> <span class="nam">return_mode</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t"> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"><span class="key">def</span> <span class="nam">load_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">SerializedArrayWithMeta</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">ArrayModeWithMeta</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t"><span class="key">def</span> <span class="nam">load_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">NumericList</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">Literal</span><span class="op">[</span><span class="str">"list"</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"><span class="op">@</span><span class="nam">overload</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t"><span class="key">def</span> <span class="nam">load_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="key">None</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="exc show_exc"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">:</span> <span class="op">...</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t"><span class="key">def</span> <span class="nam">load_array</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t"> <span class="nam">arr</span><span class="op">:</span> <span class="nam">Union</span><span class="op">[</span><span class="nam">SerializedArrayWithMeta</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">,</span> <span class="nam">NumericList</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t"> <span class="nam">array_mode</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">ArrayMode</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t"> <span class="str">"""load a json-serialized array, infer the mode if not specified"""</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t"> <span class="com"># return arr if its already a numpy array</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t"> <span class="key">assert</span> <span class="nam">array_mode</span> <span class="key">is</span> <span class="key">None</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t"> <span class="str">"array_mode should not be specified when loading a numpy array, since that is a no-op"</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t"> <span class="key">return</span> <span class="nam">arr</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t"> <span class="com"># try to infer the array_mode</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t"> <span class="nam">array_mode_inferred</span><span class="op">:</span> <span class="nam">ArrayMode</span> <span class="op">=</span> <span class="nam">infer_array_mode</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t"> <span class="key">if</span> <span class="nam">array_mode</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t"> <span class="nam">array_mode</span> <span class="op">=</span> <span class="nam">array_mode_inferred</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">!=</span> <span class="nam">array_mode_inferred</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t"> <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"> <span class="fst">f"</span><span class="fst">array_mode </span><span class="op">{</span><span class="nam">array_mode</span><span class="op">}</span><span class="fst"> does not match inferred array_mode </span><span class="op">{</span><span class="nam">array_mode_inferred</span><span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t"> <span class="com"># actually load the array</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"> <span class="key">if</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_list_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t"> <span class="fst">f"</span><span class="fst">invalid list format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">arr</span> <span class="op">=</span> <span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">arr</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"> <span class="key">if</span> <span class="nam">tuple</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">)</span> <span class="op">!=</span> <span class="nam">tuple</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">shape</span><span class="op">)</span><span class="op">:</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid shape: </span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"> <span class="key">return</span> <span class="nam">data</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_hex_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"> <span class="fst">f"</span><span class="fst">invalid list format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">arr</span> <span class="op">=</span> <span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">frombuffer</span><span class="op">(</span><span class="nam">bytes</span><span class="op">.</span><span class="nam">fromhex</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">arr</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"> <span class="key">return</span> <span class="nam">data</span><span class="op">.</span><span class="nam">reshape</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"array_b64_meta"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"> <span class="fst">f"</span><span class="fst">invalid list format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">arr</span> <span class="op">=</span> <span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">frombuffer</span><span class="op">(</span><span class="nam">base64</span><span class="op">.</span><span class="nam">b64decode</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">arr</span><span class="op">[</span><span class="str">"dtype"</span><span class="op">]</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"> <span class="key">return</span> <span class="nam">data</span><span class="op">.</span><span class="nam">reshape</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"list"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Sequence</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"> <span class="fst">f"</span><span class="fst">invalid list format: </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="op">=</span> <span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">arr</span> <span class="op">=</span> <span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"> <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"external"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"> <span class="key">if</span> <span class="str">"data"</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">arr</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"> <span class="key">raise</span> <span class="nam">KeyError</span><span class="op">(</span> <span class="com"># pyright: ignore[reportUnreachable]</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"> <span class="fst">f"</span><span class="fst">invalid external array, expected key 'data', got keys: '</span><span class="op">{</span><span class="nam">list</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">}</span><span class="fst">' and arr: </span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
<p class="mis mis2 show_mis"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t"> <span class="com"># we can ignore here since we assume ZANJ has taken care of it</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t"> <span class="key">return</span> <span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span> <span class="com"># type: ignore[return-value] # pyright: ignore[reportReturnType]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t"> <span class="key">elif</span> <span class="nam">array_mode</span> <span class="op">==</span> <span class="str">"zero_dim"</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</span><span class="op">)</span> <span class="com"># ty: ignore[invalid-argument-type]</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"> <span class="key">if</span> <span class="nam">tuple</span><span class="op">(</span><span class="nam">arr</span><span class="op">[</span><span class="str">"shape"</span><span class="op">]</span><span class="op">)</span> <span class="op">!=</span> <span class="nam">tuple</span><span class="op">(</span><span class="nam">data</span><span class="op">.</span><span class="nam">shape</span><span class="op">)</span><span class="op">:</span> <span class="com"># type: ignore</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid shape: </span><span class="op">{</span><span class="nam">arr</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"> <span class="key">return</span> <span class="nam">data</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"> <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">invalid array_mode: </span><span class="op">{</span><span class="nam">array_mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> <span class="com"># pyright: ignore[reportUnreachable]</span> </span><span class="r"></span></p>
</main>
<footer>
<div class="content">
<p>
<a class="nav" href="z_d2e926c6535458c2___init___py.html">« prev</a>
<a class="nav" href="index.html">^ index</a>
<a class="nav" href="z_d2e926c6535458c2_dataclass_transform_mock_py.html">» next</a>
<a class="nav" href="https://coverage.readthedocs.io/en/7.13.5">coverage.py v7.13.5</a>,
created at 2026-03-18 21:32 -0600
</p>
</div>
</footer>
</body>
</html>