muutils/docs/coverage/html/z_6c5f9b70fbd6dea2_mlutils_py.html at main · mivanit/muutils · GitHub

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            <span class="text">Coverage for </span><b>muutils&#8201;/&#8201;mlutils.py</b>:
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<main id="source">
    <p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">"miscellaneous utilities for ML pipelines"</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t3" href="#t3">3</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>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">import</span> <span class="nam">json</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">import</span> <span class="nam">os</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">import</span> <span class="nam">random</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">import</span> <span class="nam">typing</span>&nbsp;</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">import</span> <span class="nam">warnings</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="key">from</span> <span class="nam">itertools</span> <span class="key">import</span> <span class="nam">islice</span>&nbsp;</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">from</span> <span class="nam">pathlib</span> <span class="key">import</span> <span class="nam">Path</span>&nbsp;</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">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="nam">Any</span><span class="op">,</span> <span class="nam">Callable</span><span class="op">,</span> <span class="nam">Generator</span><span class="op">,</span> <span class="nam">Iterable</span><span class="op">,</span> <span class="nam">Optional</span><span class="op">,</span> <span class="nam">TypeVar</span><span class="op">,</span> <span class="nam">Union</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">&nbsp;</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="nam">ARRAY_IMPORTS</span><span class="op">:</span> <span class="nam">bool</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">try</span><span class="op">:</span>&nbsp;</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">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span>&nbsp;</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">torch</span>&nbsp;</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">import</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">backends</span><span class="op">.</span><span class="nam">mps</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t">    <span class="nam">ARRAY_IMPORTS</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</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>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">    <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</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="fst">f"</span><span class="fst">Numpy or torch not installed. Array operations will not be available.\n</span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span>&nbsp;</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>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">    <span class="nam">ARRAY_IMPORTS</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t">&nbsp;</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="nam">DEFAULT_SEED</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">42</span>&nbsp;</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">GLOBAL_SEED</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="nam">DEFAULT_SEED</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="key">def</span> <span class="nam">get_device</span><span class="op">(</span><span class="nam">device</span><span class="op">:</span> <span class="str">"Union[str,torch.device,None]"</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="str">"torch.device"</span><span class="op">:</span>&nbsp;</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">"""Get the torch.device instance on which `torch.Tensor`s should be allocated."""</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">ARRAY_IMPORTS</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">        <span class="key">raise</span> <span class="nam">ImportError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">            <span class="str">"Numpy or torch not installed. Array operations will not be available."</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">    <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">        <span class="com"># if device is given</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">        <span class="key">assert</span> <span class="nam">torch</span><span class="op">,</span> <span class="str">"Torch is not available, cannot get device"</span>  <span class="com"># pyright: ignore[reportPossiblyUnboundVariable]</span>&nbsp;</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">device</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">            <span class="nam">device</span> <span class="op">=</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="nam">device</span><span class="op">)</span>&nbsp;</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">if</span> <span class="nam">any</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">                <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">                    <span class="nam">torch</span><span class="op">.</span><span class="nam">cuda</span><span class="op">.</span><span class="nam">is_available</span><span class="op">(</span><span class="op">)</span> <span class="key">and</span> <span class="nam">device</span><span class="op">.</span><span class="nam">type</span> <span class="op">==</span> <span class="str">"cuda"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">                    <span class="nam">torch</span><span class="op">.</span><span class="nam">backends</span><span class="op">.</span><span class="nam">mps</span><span class="op">.</span><span class="nam">is_available</span><span class="op">(</span><span class="op">)</span> <span class="key">and</span> <span class="nam">device</span><span class="op">.</span><span class="nam">type</span> <span class="op">==</span> <span class="str">"mps"</span><span class="op">,</span>&nbsp;</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">device</span><span class="op">.</span><span class="nam">type</span> <span class="op">==</span> <span class="str">"cpu"</span><span class="op">,</span>&nbsp;</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="op">]</span>&nbsp;</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 class="op">:</span>&nbsp;</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="com"># if device is given and available</span>&nbsp;</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="key">pass</span>&nbsp;</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="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">                <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</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="fst">f"</span><span class="fst">Specified device </span><span class="op">{</span><span class="nam">device</span><span class="op">}</span><span class="fst"> is not available, falling back to CPU</span><span class="fst">"</span>&nbsp;</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="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">                <span class="key">return</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="str">"cpu"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">        <span class="com"># no device given, infer from availability</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">            <span class="key">if</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">cuda</span><span class="op">.</span><span class="nam">is_available</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">                <span class="nam">device</span> <span class="op">=</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="str">"cuda"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">            <span class="key">elif</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">backends</span><span class="op">.</span><span class="nam">mps</span><span class="op">.</span><span class="nam">is_available</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">                <span class="nam">device</span> <span class="op">=</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="str">"mps"</span><span class="op">)</span>&nbsp;</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="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">                <span class="nam">device</span> <span class="op">=</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="str">"cpu"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">        <span class="com"># put a dummy tensor on the device to check if it is available</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">        <span class="nam">_dummy</span> <span class="op">=</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">device</span><span class="op">=</span><span class="nam">device</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="key">return</span> <span class="nam">device</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">            <span class="fst">f"</span><span class="fst">Error while getting device, falling back to CPU. Error: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">            <span class="nam">RuntimeWarning</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="key">return</span> <span class="nam">torch</span><span class="op">.</span><span class="nam">device</span><span class="op">(</span><span class="str">"cpu"</span><span class="op">)</span>  <span class="com"># pyright: ignore[reportPossiblyUnboundVariable]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">&nbsp;</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">def</span> <span class="nam">set_reproducibility</span><span class="op">(</span><span class="nam">seed</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="nam">DEFAULT_SEED</span><span class="op">)</span><span class="op">:</span>&nbsp;</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">"""</span>&nbsp;</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">    Improve model reproducibility. See https://github.com/NVIDIA/framework-determinism for more information.</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</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">    Deterministic operations tend to have worse performance than nondeterministic operations, so this method trades</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">    off performance for reproducibility. Set use_deterministic_algorithms to True to improve performance.</span>&nbsp;</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">    """</span>&nbsp;</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="key">global</span> <span class="nam">GLOBAL_SEED</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">    <span class="nam">GLOBAL_SEED</span> <span class="op">=</span> <span class="nam">seed</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">    <span class="nam">random</span><span class="op">.</span><span class="nam">seed</span><span class="op">(</span><span class="nam">seed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">    <span class="key">if</span> <span class="nam">ARRAY_IMPORTS</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">            <span class="key">assert</span> <span class="nam">np</span><span class="op">,</span> <span class="str">"Numpy is not available, cannot set seed for numpy"</span>  <span class="com"># pyright: ignore[reportPossiblyUnboundVariable]</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">            <span class="nam">np</span><span class="op">.</span><span class="nam">random</span><span class="op">.</span><span class="nam">seed</span><span class="op">(</span><span class="nam">seed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">        <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</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">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Error while setting seed for numpy: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span> <span class="nam">RuntimeWarning</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">        <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">            <span class="key">assert</span> <span class="nam">torch</span><span class="op">,</span> <span class="str">"Torch is not available, cannot set seed for torch"</span>  <span class="com"># pyright: ignore[reportPossiblyUnboundVariable]</span>&nbsp;</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">torch</span><span class="op">.</span><span class="nam">manual_seed</span><span class="op">(</span><span class="nam">seed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">            <span class="nam">torch</span><span class="op">.</span><span class="nam">use_deterministic_algorithms</span><span class="op">(</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">        <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">            <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Error while setting seed for torch: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span> <span class="nam">RuntimeWarning</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">&nbsp;</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="com"># Ensure reproducibility for concurrent CUDA streams</span>&nbsp;</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="com"># see https://docs.nvidia.com/cuda/cublas/index.html#cublasApi_reproducibility.</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">        <span class="nam">os</span><span class="op">.</span><span class="nam">environ</span><span class="op">[</span><span class="str">"CUBLAS_WORKSPACE_CONFIG"</span><span class="op">]</span> <span class="op">=</span> <span class="str">":4096:8"</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"><span class="nam">T</span> <span class="op">=</span> <span class="nam">TypeVar</span><span class="op">(</span><span class="str">"T"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"><span class="key">def</span> <span class="nam">chunks</span><span class="op">(</span><span class="nam">it</span><span class="op">:</span> <span class="nam">Iterable</span><span class="op">[</span><span class="nam">T</span><span class="op">]</span><span class="op">,</span> <span class="nam">chunk_size</span><span class="op">:</span> <span class="nam">int</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Generator</span><span class="op">[</span><span class="nam">list</span><span class="op">[</span><span class="nam">T</span><span class="op">]</span><span class="op">,</span> <span class="nam">Any</span><span class="op">,</span> <span class="key">None</span><span class="op">]</span><span class="op">:</span>&nbsp;</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="str">"""Yield successive chunks from an iterator."""</span>&nbsp;</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="com"># https://stackoverflow.com/a/61435714</span>&nbsp;</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="nam">iterator</span> <span class="op">=</span> <span class="nam">iter</span><span class="op">(</span><span class="nam">it</span><span class="op">)</span>&nbsp;</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">while</span> <span class="nam">chunk</span> <span class="op">:=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">islice</span><span class="op">(</span><span class="nam">iterator</span><span class="op">,</span> <span class="nam">chunk_size</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</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">yield</span> <span class="nam">chunk</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="key">def</span> <span class="nam">get_checkpoint_paths_for_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="nam">run_path</span><span class="op">:</span> <span class="nam">Path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">    <span class="nam">extension</span><span class="op">:</span> <span class="nam">typing</span><span class="op">.</span><span class="nam">Literal</span><span class="op">[</span><span class="str">"pt"</span><span class="op">,</span> <span class="str">"zanj"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="nam">checkpoints_format</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="str">"checkpoints/model.iter_*.{extension}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">[</span><span class="nam">tuple</span><span class="op">[</span><span class="nam">int</span><span class="op">,</span> <span class="nam">Path</span><span class="op">]</span><span class="op">]</span><span class="op">:</span>&nbsp;</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="str">"""get checkpoints of the format from the run_path</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">&nbsp;</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="str">    note that `checkpoints_format` should contain a glob pattern with:</span>&nbsp;</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="str">     - unresolved "{extension}" format term for the extension</span>&nbsp;</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="str">     - a wildcard for the iteration number</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">    <span class="key">assert</span> <span class="nam">run_path</span><span class="op">.</span><span class="nam">is_dir</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="fst">f"</span><span class="fst">Model path </span><span class="op">{</span><span class="nam">run_path</span><span class="op">}</span><span class="fst"> is not a directory (expect run directory, not model files)</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">    <span class="key">return</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">        <span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">checkpoint_path</span><span class="op">.</span><span class="nam">stem</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="str">"_"</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="str">"."</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">checkpoint_path</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">        <span class="key">for</span> <span class="nam">checkpoint_path</span> <span class="key">in</span> <span class="nam">sorted</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">            <span class="nam">Path</span><span class="op">(</span><span class="nam">run_path</span><span class="op">)</span><span class="op">.</span><span class="nam">glob</span><span class="op">(</span><span class="nam">checkpoints_format</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">extension</span><span class="op">=</span><span class="nam">extension</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">    <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"><span class="nam">F</span> <span class="op">=</span> <span class="nam">TypeVar</span><span class="op">(</span><span class="str">"F"</span><span class="op">,</span> <span class="nam">bound</span><span class="op">=</span><span class="nam">Callable</span><span class="op">[</span><span class="op">...</span><span class="op">,</span> <span class="nam">Any</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"><span class="key">def</span> <span class="nam">register_method</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">    <span class="nam">method_dict</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">Callable</span><span class="op">[</span><span class="op">...</span><span class="op">,</span> <span class="nam">Any</span><span class="op">]</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">    <span class="nam">custom_name</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">str</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">Callable</span><span class="op">[</span><span class="op">[</span><span class="nam">F</span><span class="op">]</span><span class="op">,</span> <span class="nam">F</span><span class="op">]</span><span class="op">:</span>&nbsp;</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">"""Decorator to add a method to the method_dict"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">    <span class="key">def</span> <span class="nam">decorator</span><span class="op">(</span><span class="nam">method</span><span class="op">:</span> <span class="nam">F</span><span class="op">)</span> <span class="op">-></span> <span class="nam">F</span><span class="op">:</span>&nbsp;</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="nam">method_name</span><span class="op">:</span> <span class="nam">str</span>&nbsp;</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">if</span> <span class="nam">custom_name</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="nam">method_name_orig</span><span class="op">:</span> <span class="nam">str</span> <span class="op">|</span> <span class="key">None</span> <span class="op">=</span> <span class="nam">getattr</span><span class="op">(</span><span class="nam">method</span><span class="op">,</span> <span class="str">"__name__"</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">            <span class="key">if</span> <span class="nam">method_name_orig</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">                <span class="nam">warnings</span><span class="op">.</span><span class="nam">warn</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">                    <span class="fst">f"</span><span class="fst">Method </span><span class="op">{</span><span class="nam">method</span><span class="op">}</span><span class="fst"> does not have a name, using sanitized repr</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">                <span class="op">)</span>&nbsp;</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">from</span> <span class="nam">muutils</span><span class="op">.</span><span class="nam">misc</span> <span class="key">import</span> <span class="nam">sanitize_identifier</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">                <span class="nam">method_name</span> <span class="op">=</span> <span class="nam">sanitize_identifier</span><span class="op">(</span><span class="nam">repr</span><span class="op">(</span><span class="nam">method</span><span class="op">)</span><span class="op">)</span>&nbsp;</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="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">                <span class="nam">method_name</span> <span class="op">=</span> <span class="nam">method_name_orig</span>&nbsp;</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="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">            <span class="nam">method_name</span> <span class="op">=</span> <span class="nam">custom_name</span>&nbsp;</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="com"># TYPING: ty complains here</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">            <span class="nam">method</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">=</span> <span class="nam">custom_name</span>  <span class="com"># type: ignore[unresolved-attribute]</span>&nbsp;</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">assert</span> <span class="nam">method_name</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">method_dict</span><span class="op">,</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">            <span class="fst">f"</span><span class="fst">Method name already exists in method_dict: </span><span class="op">{</span><span class="nam">method_name</span> <span class="op">=</span> <span class="op">}</span><span class="fst">, </span><span class="op">{</span><span class="nam">list</span><span class="op">(</span><span class="nam">method_dict</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="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">        <span class="op">)</span>&nbsp;</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">method_dict</span><span class="op">[</span><span class="nam">method_name</span><span class="op">]</span> <span class="op">=</span> <span class="nam">method</span>&nbsp;</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">return</span> <span class="nam">method</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">    <span class="key">return</span> <span class="nam">decorator</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"><span class="key">def</span> <span class="nam">pprint_summary</span><span class="op">(</span><span class="nam">summary</span><span class="op">:</span> <span class="nam">dict</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="nam">json</span><span class="op">.</span><span class="nam">dumps</span><span class="op">(</span><span class="nam">summary</span><span class="op">,</span> <span class="nam">indent</span><span class="op">=</span><span class="num">2</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
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