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<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="nam">Any</span><span class="op">,</span> <span class="nam">Iterable</span><span class="op">,</span> <span class="nam">Literal</span><span class="op">,</span> <span class="nam">Optional</span><span class="op">,</span> <span class="nam">Sequence</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t16" href="#t16">16</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="t17" href="#t17">17</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="t18" href="#t18">18</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="t19" href="#t19">19</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="pln"><span class="n"><a id="t20" href="#t20">20</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="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">ImportWarning</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</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">util</span> <span class="key">import</span> <span class="nam">_FORMAT_KEY</span><span class="op">,</span> <span class="nam">JSONitem</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="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="com"># pylint: disable=unused-argument</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> </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="nam">ArrayMode</span> <span class="op">=</span> <span class="nam">Literal</span><span class="op">[</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="str">"list"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="str">"array_list_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="str">"array_hex_meta"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> <span class="str">"array_b64_meta"</span><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 class="str">"external"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="str">"zero_dim"</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="op">]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t38" href="#t38">38</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="op">-></span> <span class="nam">int</span><span class="op">:</span> <span class="com"># type: ignore[name-defined]</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t39" href="#t39">39</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="t40" href="#t40">40</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="t41" href="#t41">41</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="mis show_mis"><span class="n"><a id="t42" href="#t42">42</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><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t43" href="#t43">43</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t44" href="#t44">44</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="t45" href="#t45">45</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</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="op">-></span> <span class="nam">dict</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">list</span><span class="op">[</span><span class="nam">int</span><span class="op">]</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="pln"><span class="n"><a id="t49" href="#t49">49</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="t50" href="#t50">50</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t51" href="#t51">51</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t52" href="#t52">52</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="pln"><span class="n"><a id="t53" href="#t53">53</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t55" href="#t55">55</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="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> </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="mis show_mis"><span class="n"><a id="t59" href="#t59">59</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="pln"><span class="n"><a id="t60" href="#t60">60</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="pln"><span class="n"><a id="t61" href="#t61">61</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="pln"><span class="n"><a id="t62" href="#t62">62</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="pln"><span class="n"><a id="t63" href="#t63">63</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="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">JSONitem</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t65" href="#t65">65</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="t66" href="#t66">66</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t67" href="#t67">67</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="t68" href="#t68">68</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t69" href="#t69">69</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="t70" href="#t70">70</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="t71" href="#t71">71</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="t72" href="#t72">72</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="t73" href="#t73">73</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="t74" href="#t74">74</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t75" href="#t75">75</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="t76" href="#t76">76</a></span><span class="t"><span class="str"> ```</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"><span class="str"> {</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="str"> _FORMAT_KEY: <array_list_meta|array_hex_meta>,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t79" href="#t79">79</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="t80" href="#t80">80</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="t81" href="#t81">81</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="t82" href="#t82">82</a></span><span class="t"><span class="str"> }</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"> ```</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="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str"> # Parameters:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t86" href="#t86">86</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="t87" href="#t87">87</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="t88" href="#t88">88</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="t89" href="#t89">89</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str"> # Returns:</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"> - `JSONitem`</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 class="str"> json serialized array</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str"> # Raises:</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t95" href="#t95">95</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="t96" href="#t96">96</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t98" href="#t98">98</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="mis show_mis"><span class="n"><a id="t99" href="#t99">99</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="t100" href="#t100">100</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t101" href="#t101">101</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="t102" href="#t102">102</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t104" href="#t104">104</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="t105" href="#t105">105</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="t106" href="#t106">106</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">_FORMAT_KEY</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="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="str">"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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> <span class="op">**</span><span class="nam">arr_metadata</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="pln"><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="run"><span class="n"><a id="t112" href="#t112">112</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="t113" href="#t113">113</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="nam">_FORMAT_KEY</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="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="str">"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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="op">**</span><span class="nam">arr_metadata</span><span class="op">(</span><span class="nam">arr_np</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t118" href="#t118">118</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="t119" href="#t119">119</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><span class="r"></span></p>
<p class="run"><span class="n"><a id="t120" href="#t120">120</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="t121" href="#t121">121</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="nam">_FORMAT_KEY</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="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="str">"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="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="op">**</span><span class="nam">arr_metadata</span><span class="op">(</span><span class="nam">arr_np</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t126" href="#t126">126</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="t127" href="#t127">127</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="nam">_FORMAT_KEY</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="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="str">"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="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="op">**</span><span class="nam">arr_metadata</span><span class="op">(</span><span class="nam">arr_np</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t132" href="#t132">132</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="t133" href="#t133">133</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="t134" href="#t134">134</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t136" href="#t136">136</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">JSONitem</span><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="t137" href="#t137">137</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="t138" href="#t138">138</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t139" href="#t139">139</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="t140" href="#t140">140</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t141" href="#t141">141</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="run"><span class="n"><a id="t142" href="#t142">142</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="t143" href="#t143">143</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="t144" href="#t144">144</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</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</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="t145" href="#t145">145</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</span><span class="op">[</span><span class="str">'data'</span><span class="op">]</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="t146" href="#t146">146</a></span><span class="t"> <span class="key">return</span> <span class="str">"array_list_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t147" href="#t147">147</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="t148" href="#t148">148</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</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</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="t149" href="#t149">149</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</span><span class="op">[</span><span class="str">'data'</span><span class="op">]</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="t150" href="#t150">150</a></span><span class="t"> <span class="key">return</span> <span class="str">"array_hex_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t151" href="#t151">151</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="t152" href="#t152">152</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</span><span class="op">[</span><span class="str">"data"</span><span class="op">]</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="t153" href="#t153">153</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</span><span class="op">[</span><span class="str">'data'</span><span class="op">]</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="t154" href="#t154">154</a></span><span class="t"> <span class="key">return</span> <span class="str">"array_b64_meta"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t155" href="#t155">155</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="t156" href="#t156">156</a></span><span class="t"> <span class="key">return</span> <span class="str">"external"</span> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t157" href="#t157">157</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="t158" href="#t158">158</a></span><span class="t"> <span class="key">return</span> <span class="str">"zero_dim"</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 class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t160" href="#t160">160</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="t161" href="#t161">161</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><span class="r"></span></p>
<p class="run"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> <span class="key">return</span> <span class="str">"list"</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="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t164" href="#t164">164</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><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="key">def</span> <span class="nam">load_array</span><span class="op">(</span><span class="nam">arr</span><span class="op">:</span> <span class="nam">JSONitem</span><span class="op">,</span> <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 class="op">-></span> <span class="nam">Any</span><span class="op">:</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 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="t169" href="#t169">169</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="t170" href="#t170">170</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="key">and</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="mis show_mis"><span class="n"><a id="t171" href="#t171">171</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="t172" href="#t172">172</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t173" href="#t173">173</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="t174" href="#t174">174</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="t175" href="#t175">175</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="t176" href="#t176">176</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="t177" href="#t177">177</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="t178" href="#t178">178</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="pln"><span class="n"><a id="t179" href="#t179">179</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="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t182" href="#t182">182</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="t183" href="#t183">183</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="t184" href="#t184">184</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</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 class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span> </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="op">)</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</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"><span class="n"><a id="t187" href="#t187">187</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="t188" href="#t188">188</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="t189" href="#t189">189</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="t190" href="#t190">190</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="t191" href="#t191">191</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t192" href="#t192">192</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="t193" href="#t193">193</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> <span class="op">)</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</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"><span class="n"><a id="t196" href="#t196">196</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="t197" href="#t197">197</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="t198" href="#t198">198</a></span><span class="t"> </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">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="t200" href="#t200">200</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Mapping</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="op">)</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</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"><span class="n"><a id="t203" href="#t203">203</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="t204" href="#t204">204</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="t205" href="#t205">205</a></span><span class="t"> </span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t206" href="#t206">206</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="t207" href="#t207">207</a></span><span class="t"> <span class="key">assert</span> <span class="nam">isinstance</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"> <span class="nam">arr</span><span class="op">,</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Sequence</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"> <span class="op">)</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</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"><span class="n"><a id="t210" href="#t210">210</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="t211" href="#t211">211</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="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"> <span class="com"># assume ZANJ has taken care of it</span> </span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t213" href="#t213">213</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="t214" href="#t214">214</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="t215" href="#t215">215</a></span><span class="t"> <span class="key">raise</span> <span class="nam">KeyError</span><span class="op">(</span> </span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t216" href="#t216">216</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="pln"><span class="n"><a id="t217" href="#t217">217</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="t218" href="#t218">218</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><span class="r"></span></p>
<p class="run"><span class="n"><a id="t219" href="#t219">219</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="t220" href="#t220">220</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="t221" href="#t221">221</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><span class="r"></span></p>
<p class="run"><span class="n"><a id="t222" href="#t222">222</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="t223" href="#t223">223</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="t224" href="#t224">224</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="t225" href="#t225">225</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="t226" href="#t226">226</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><span class="r"></span></p>
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