* Better **extensibility**.
* etc.

...all this while keeping the **same Python API**. In most of the cases, for simple models, you can simply upgrade the Pydantic version and get all the benefits. 🚀

In some cases, for pure data validation and processing, you can get performance improvements of **20x** or more. This means 2,000% or more. 🤯

      Yellow(Red<B> red) {
        red.super();
      }

      Class<?> getClassB() {
        return new TypeToken<B>(getClass()) {}.getRawType();
      }

      Red<A> getA() {
        return getSelfA();
      }

      Red<B> getB() {
        return getSelfB();
      }
    }

    Class<?> getClassDirect() {
      return new TypeToken<A>(getClass()) {}.getRawType();
    }
  }

      Yellow(Red<B> red) {
        red.super();
      }

      Class<?> getClassB() {
        return new TypeToken<B>(getClass()) {}.getRawType();
      }

      Red<A> getA() {
        return getSelfA();
      }

      Red<B> getB() {
        return getSelfB();
      }
    }

    Class<?> getClassDirect() {
      return new TypeToken<A>(getClass()) {}.getRawType();
    }
  }

k" "runtime" _ "unsafe" // go:linkname ) var NOPTRDATA int = 1 // The linkname here disables asan registration of this global, // because asan gets mad about rodata globals. // //go:linkname RODATA crypto/internal/fips140/check/checktest.RODATA var RODATA int32 // set to 2 in asm.s // DATA needs to have both a pointer and an int so that _some_ of it gets // initialized at link time, so it is treated as DATA and not BSS. // The pointer is deferred to init time. var DATA = struct { P *int X int }{&NOPTRDATA,...

k" "runtime" _ "unsafe" // go:linkname ) var NOPTRDATA int = 1 // The linkname here disables asan registration of this global, // because asan gets mad about rodata globals. // //go:linkname RODATA crypto/internal/fips140/check/checktest.RODATA var RODATA int32 // set to 2 in asm.s // DATA needs to have both a pointer and an int so that _some_ of it gets // initialized at link time, so it is treated as DATA and not BSS. // The pointer is deferred to init time. var DATA = struct { P *int X int }{&NOPTRDATA,...

    assertEquals(UnsignedLong.ZERO, ArbitraryInstances.get(UnsignedLong.class));
    assertEquals(0, ArbitraryInstances.get(BigDecimal.class).intValue());
    assertEquals(0, ArbitraryInstances.get(BigInteger.class).intValue());
    assertThat(ArbitraryInstances.get(String.class)).isEqualTo("");
    assertEquals("", ArbitraryInstances.get(CharSequence.class));

      TestScalarTensorHandle(context.get(), 111.f), TFE_DeleteTensorHandle);
  op.reset(TFE_NewOp(context.get(), "AssignVariableOp", status.get()));
  TFE_OpSetAttrType(op.get(), "dtype", TF_FLOAT);
  TFE_OpAddInput(op.get(), var_handle, status.get());
  TFE_OpAddInput(op.get(), one.get(), status.get());
  TFE_OpSetDevice(op.get(), name, status.get());
  ASSERT_TRUE(TF_GetCode(status.get()) == TF_OK) << TF_Message(status.get());

    assertEquals(UnsignedLong.ZERO, ArbitraryInstances.get(UnsignedLong.class));
    assertEquals(0, ArbitraryInstances.get(BigDecimal.class).intValue());
    assertEquals(0, ArbitraryInstances.get(BigInteger.class).intValue());
    assertThat(ArbitraryInstances.get(String.class)).isEqualTo("");
    assertEquals("", ArbitraryInstances.get(CharSequence.class));

        assertEquals("b2", itemList.get(1).getInputs()[1]);
        assertEquals("B1", itemList.get(1).getOutputs()[0]);
        assertFalse(itemList.get(1).isUpdated());

        assertEquals(1, itemList.get(2).getInputs().length);
        assertEquals(2, itemList.get(2).getOutputs().length);
        assertEquals("c1", itemList.get(2).getInputs()[0]);
        assertEquals("C1", itemList.get(2).getOutputs()[0]);

    ],
)
def test_get_path(path, expected_status, expected_response):
    response = client.get(path)
    assert response.status_code == expected_status
    assert response.json() == expected_response


def test_swagger_ui():
    response = client.get("/docs")
    assert response.status_code == 200, response.text
    assert response.headers["content-type"] == "text/html; charset=utf-8"