finish ask part of the algorithm;

use jax.lax.while_loop in graph algorithms and forward function;
fix "enabled not care" bug in forward

examples/a.py

@@ -3,6 +3,9 @@ import numpy as np
 import jax.numpy as jnp
 import jax
 
+a = {1:2, 2:3, 4:5}
+print(a.values())
+
 a = jnp.array([1, 0, 1, 0, np.nan])
 b = jnp.array([1, 1, 1, 1, 1])
 c = jnp.array([1, 1, 1, 1, 1])
@@ -44,5 +47,9 @@ def func(x):
     else:
         return 2
 
+a = jnp.zeros((3, 3))
+print(a.dtype)
 
-print(main())
+c = None
+b = 1 or c
+print(b)

examples/jax_playground.py

@@ -1,16 +1,25 @@
 from functools import partial
 
+import numpy as np
 import jax
 from jax import jit
 
 from configs import Configer
-from neat.pipeline_ import Pipeline
+from neat.pipeline import Pipeline
+from neat.function_factory import FunctionFactory
 
+xor_inputs = np.array([[0, 0], [0, 1], [1, 0], [1, 1]], dtype=np.float32)
+xor_outputs = np.array([[0], [1], [1], [0]], dtype=np.float32)
 
 def main():
     config = Configer.load_config("xor.ini")
-    print(config)
-    pipeline = Pipeline(config)
+    function_factory = FunctionFactory(config)
+    pipeline = Pipeline(config, function_factory)
+    forward_func = pipeline.ask()
+    # inputs = np.tile(xor_inputs, (150, 1, 1))
+    outputs = forward_func(xor_inputs)
+    print(outputs)
+
 
 
 @jit

examples/time_utils.py

@@ -1,28 +0,0 @@
-import cProfile
-from io import StringIO
-import pstats
-
-
-def using_cprofile(func, root_abs_path=None, replace_pattern=None, save_path=None):
-    def inner(*args, **kwargs):
-        pr = cProfile.Profile()
-        pr.enable()
-        ret = func(*args, **kwargs)
-        pr.disable()
-        profile_stats = StringIO()
-        stats = pstats.Stats(pr, stream=profile_stats)
-        if root_abs_path is not None:
-            stats.sort_stats('cumulative').print_stats(root_abs_path)
-        else:
-            stats.sort_stats('cumulative').print_stats()
-        output = profile_stats.getvalue()
-        if replace_pattern is not None:
-            output = output.replace(replace_pattern, "")
-        if save_path is None:
-            print(output)
-        else:
-            with open(save_path, "w") as f:
-                f.write(output)
-        return ret
-
-    return inner

examples/xor.ini

@@ -1,2 +1,5 @@
+[basic]
+forward_way = "common"
+
 [population]
 fitness_threshold = -1e-2