add grid search for supervised pipeline
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+31
-10
@@ -34,6 +34,10 @@ def _format_value(value):
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return None
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if isinstance(value, float):
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return f"{value:g}"
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if isinstance(value, (list, tuple)):
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return "-".join(_format_value(v) for v in value)
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if isinstance(value, bool):
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return "1" if value else "0"
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return str(value)
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@@ -42,6 +46,7 @@ def build_run_name(args):
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data_args = args.get("data", {})
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opt_args = args.get("optimization", {})
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mask_args = args.get("mask", {})
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val_args = args.get("validation", {})
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model_name = meta_args.get("model_name", "model")
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patch_size = mask_args.get("patch_size", meta_args.get("patch_size"))
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@@ -52,16 +57,32 @@ def build_run_name(args):
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weight_decay = opt_args.get("weight_decay")
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epochs = opt_args.get("epochs")
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parts = [
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model_name,
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f"p{_format_value(patch_size)}" if patch_size is not None else None,
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f"c{_format_value(crop_size)}" if crop_size is not None else None,
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f"bs{_format_value(batch_size)}" if batch_size is not None else None,
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str(optimizer).lower(),
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f"lr{_format_value(lr)}" if lr is not None else None,
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f"wd{_format_value(weight_decay)}" if weight_decay is not None else None,
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f"ep{_format_value(epochs)}" if epochs is not None else None,
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]
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parts = [model_name]
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def add(prefix, value):
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formatted = _format_value(value)
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if formatted is not None:
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parts.append(f"{prefix}{formatted}")
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add("p", patch_size)
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add("c", crop_size)
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add("bs", batch_size)
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parts.append(str(optimizer).lower())
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add("lr", lr)
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add("wd", weight_decay)
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add("ep", epochs)
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add("sched", opt_args.get("lr_schedule"))
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add("cos", opt_args.get("use_cosine_schedule"))
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add("ms", opt_args.get("step_milestones"))
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add("sg", opt_args.get("step_gamma"))
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add("wu", opt_args.get("warmup"))
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add("mom", opt_args.get("momentum"))
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add("leta", opt_args.get("lars_eta"))
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add("leps", opt_args.get("lars_eps"))
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add("ipe", opt_args.get("ipe_scale"))
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add("cs", data_args.get("crop_scale"))
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add("eval", val_args.get("eval_every"))
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return "-".join([p for p in parts if p])
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