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| <h1>Source code for gomoku_rl.policy</h1><div class="highlight"><pre> | ||
| <span></span><span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">Policy</span> | ||
| <span class="kn">from</span> <span class="nn">.ppo</span> <span class="kn">import</span> <span class="n">PPOPolicy</span> | ||
| <span class="kn">from</span> <span class="nn">.dqn</span> <span class="kn">import</span> <span class="n">DQNPolicy</span> | ||
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| <span class="kn">from</span> <span class="nn">torchrl.data.tensor_specs</span> <span class="kn">import</span> <span class="n">DiscreteTensorSpec</span><span class="p">,</span> <span class="n">TensorSpec</span> | ||
| <span class="kn">from</span> <span class="nn">omegaconf</span> <span class="kn">import</span> <span class="n">DictConfig</span> | ||
| <span class="kn">from</span> <span class="nn">torch.cuda</span> <span class="kn">import</span> <span class="n">_device_t</span> | ||
| <span class="kn">import</span> <span class="nn">torch</span> | ||
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| <div class="viewcode-block" id="get_policy"> | ||
| <a class="viewcode-back" href="../../gomoku_rl.policy.html#gomoku_rl.policy.get_policy">[docs]</a> | ||
| <span class="k">def</span> <span class="nf">get_policy</span><span class="p">(</span> | ||
| <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> | ||
| <span class="n">cfg</span><span class="p">:</span> <span class="n">DictConfig</span><span class="p">,</span> | ||
| <span class="n">action_spec</span><span class="p">:</span> <span class="n">DiscreteTensorSpec</span><span class="p">,</span> | ||
| <span class="n">observation_spec</span><span class="p">:</span> <span class="n">TensorSpec</span><span class="p">,</span> | ||
| <span class="n">device</span><span class="p">:</span> <span class="n">_device_t</span> <span class="o">=</span> <span class="s2">"cuda"</span><span class="p">,</span> | ||
| <span class="p">)</span> <span class="o">-></span> <span class="n">Policy</span><span class="p">:</span> | ||
| <span class="n">policies</span> <span class="o">=</span> <span class="p">{</span> | ||
| <span class="s2">"ppo"</span><span class="p">:</span> <span class="n">PPOPolicy</span><span class="p">,</span> | ||
| <span class="s2">"dqn"</span><span class="p">:</span> <span class="n">DQNPolicy</span><span class="p">,</span> | ||
| <span class="p">}</span> | ||
| <span class="k">assert</span> <span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="n">policies</span> | ||
| <span class="bp">cls</span> <span class="o">=</span> <span class="n">policies</span><span class="p">[</span><span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()]</span> | ||
| <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span> | ||
| <span class="n">cfg</span><span class="o">=</span><span class="n">cfg</span><span class="p">,</span> | ||
| <span class="n">action_spec</span><span class="o">=</span><span class="n">action_spec</span><span class="p">,</span> | ||
| <span class="n">observation_spec</span><span class="o">=</span><span class="n">observation_spec</span><span class="p">,</span> | ||
| <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span> | ||
| <span class="p">)</span></div> | ||
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| <div class="viewcode-block" id="get_pretrained_policy"> | ||
| <a class="viewcode-back" href="../../gomoku_rl.policy.html#gomoku_rl.policy.get_pretrained_policy">[docs]</a> | ||
| <span class="k">def</span> <span class="nf">get_pretrained_policy</span><span class="p">(</span> | ||
| <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> | ||
| <span class="n">cfg</span><span class="p">:</span> <span class="n">DictConfig</span><span class="p">,</span> | ||
| <span class="n">action_spec</span><span class="p">:</span> <span class="n">DiscreteTensorSpec</span><span class="p">,</span> | ||
| <span class="n">observation_spec</span><span class="p">:</span> <span class="n">TensorSpec</span><span class="p">,</span> | ||
| <span class="n">checkpoint_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> | ||
| <span class="n">device</span><span class="p">:</span> <span class="n">_device_t</span> <span class="o">=</span> <span class="s2">"cuda"</span><span class="p">,</span> | ||
| <span class="p">)</span> <span class="o">-></span> <span class="n">Policy</span><span class="p">:</span> | ||
| <span class="n">policy</span> <span class="o">=</span> <span class="n">get_policy</span><span class="p">(</span> | ||
| <span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> | ||
| <span class="n">cfg</span><span class="o">=</span><span class="n">cfg</span><span class="p">,</span> | ||
| <span class="n">action_spec</span><span class="o">=</span><span class="n">action_spec</span><span class="p">,</span> | ||
| <span class="n">observation_spec</span><span class="o">=</span><span class="n">observation_spec</span><span class="p">,</span> | ||
| <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span> | ||
| <span class="p">)</span> | ||
| <span class="n">policy</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">checkpoint_path</span><span class="p">,</span> <span class="n">map_location</span><span class="o">=</span><span class="n">device</span><span class="p">))</span> | ||
| <span class="k">return</span> <span class="n">policy</span></div> | ||
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