moved to jobs **BROKEN**

job/sobo.py

@@ -0,0 +1,41 @@
+import os
+import bo
+import ptycho
+
+def sobo_job(config):
+
+    print("Hello")
+    # result_dir = config['io']['result_dir']
+    # os.makedirs(result_dir, exist_ok=True)
+
+    # randombo = bo.RandomBOEngine(config)
+
+    # bo_txt = os.path.join(result_dir, "bo.txt")
+    # with open(bo_txt, "w") as f:
+    #     f.write(f"    iter\tmetric\t{"\t".join([p[:7] for p in randombo.params])}\n")
+
+    # for j in range(J):
+    #     print(f"RANDOM sampling iteration {j}")
+    #     job_config = randombo.ask()
+    #     ptycho_engine = ptycho.FoldSlicePtychoEngine(job_config)
+    #     ptycho_engine.run(run_id=f"bo-{j:03d}")
+    #     y_value = ptycho_engine._metric
+    #     randombo.tell(job_config, y_value)
+    #     with open(bo_txt, "a") as f:
+    #         p = [f'{job_config['ptycho']['params'][key]:.2f}' for key in randombo.params]
+    #         f.write(f"{j: 8d}\t{y_value:.4f}\t{"\t".join(p)}\n")
+
+
+    # sobo = bo.SingleObjectiveBOEngine(config)
+    # sobo.train_x = randombo.train_x
+    # sobo.train_y = randombo.train_y
+    # for j in range(J, J + config['bo']['max_iterations'] + 1):
+    #     print(f"SOBO sampling iteration {j}")
+    #     job_config = sobo.ask()
+    #     ptycho_engine = ptycho.FoldSlicePtychoEngine(job_config)
+    #     ptycho_engine.run(run_id=f"bo-{j:03d}")
+    #     y_value = ptycho_engine._metric
+    #     sobo.tell(job_config, y_value)
+    #     with open(bo_txt, "a") as f:
+    #         p = [f'{job_config['ptycho']['params'][key]:.2f}' for key in sobo.params]
+    #         f.write(f"{j: 8d}\t{y_value:.4f}\t{"\t".join(p)}\n")