AndrewZhaoLuo commented on code in PR #12224:
URL: https://github.com/apache/tvm/pull/12224#discussion_r932720536
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tests/python/relay/test_pass_fake_quantization_to_integer.py:
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@@ -318,17 +318,26 @@ def test_fake_quantize_global_avg_pool():
class TestUnaryQNNOp:
- def helper_test_fake_quantize_unary_op(self, fp32_op, scale=0.125):
- x = relay.var("x", shape=[1, 3, 3, 3], dtype="int8")
- mid_point = relay.const(-128)
+ def helper_test_fake_quantize_unary_op(self, fp32_op):
+ for dtype in ["int8", "uint8"]:
+ x = relay.var("x", shape=[1, 3, 3, 3], dtype=dtype)
- x = relay.qnn.op.dequantize(x, relay.const(scale), mid_point)
- op = fp32_op(x)
- op = relay.qnn.op.quantize(op, relay.const(scale), mid_point)
+ zero = -128 if dtype == "int8" else 0
- x_np = np.random.randint(-128, 127, size=[1, 3, 3, 3], dtype="int8")
+ mid_point = relay.const(np.random.randint(0, 255) + zero)
Review Comment:
Can you rename these input_mid_point, input_scale, outptu_scale, etc. for
readability?
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