"""Initializes a SimpleGatherAndConvModel."""
        self.embedding_w = np.random.randn(1024, 3, 4, 3).astype('f4')
        self.embedding_w = np.minimum(np.maximum(self.embedding_w, -4), 4)

        self.conv_filters = np.random.uniform(
            low=-10, high=10, size=filter_shape
        ).astype('f4')

        second_conv_filter_shape = (3, 3, filter_shape[-1], 1)

    # TODO(mdan): Is ATTR equivalent to string?
    return {_PY_TYPE_TO_TFR.get(type(value), TFRTypes.ATTR)}

  def res_call(self, ns, types_ns, node, f_type, args, keywords):
    # resolves the return type of the function call.
    name = anno.Basic.QN.of(node.func)
    if f_type == (TFRTypes.AG_BUILTIN_FUNC,):

      if name == QN(QN('ag__'), attr='if_stmt'):
        nouts = node.args[6].value

			break
		}
		if p.isUnsafeData(c.Fun, true) {
			return true
		}
		if !p.isType(c.Fun) {
			break
		}
		x = c.Args[0]
	}
	return false
}

// isType reports whether the expression is definitely a type.
// This is conservative--it returns false for an unknown identifier.
func (p *Package) isType(t ast.Expr) bool {
	switch t := t.(type) {
	case *ast.SelectorExpr:

// DWARF generator) know means the symbol is not decodable.
// Leave type:runtime. symbols alone, because other parts of
// the linker manipulates them.
func typeSymbolMangle(name string) string {
	isType := strings.HasPrefix(name, "type:")
	if !isType && !strings.Contains(name, "@") {
		// Issue 58800: instantiated symbols may include a type name, which may contain "@"
		return name
	}
	if strings.HasPrefix(name, "type:runtime.") {

Working with files::
 * You can no longer cast `FileCollection` objects to other types using the `as` keyword or the `asType()` method.
 * You can no longer pass `null` as the configuration action of link:{javadocPath}/org/gradle/api/file/CopySpec.html#from-java.lang.Object-org.gradle.api.Action-[CopySpec.from(Object, Action)].

	case _Arrow:
		// recvchantype
		p.next()
		p.want(_Chan)
		t := new(ChanType)
		t.pos = pos
		t.Dir = RecvOnly
		t.Elem = p.chanElem()
		return t

	case _Func:
		// fntype
		p.next()
		_, t := p.funcType("function type")
		return t

	case _Lbrack:
		// '[' oexpr ']' ntype
		// '[' _DotDotDot ']' ntype
		p.next()
		if p.got(_Rbrack) {

			d.ldr.AttrNotInSymbolTable(idx) ||
			d.ldr.SymVersion(idx) >= sym.SymVerStatic {
			continue
		}
		t := d.ldr.SymType(idx)
		switch t {
		case sym.SRODATA, sym.SDATA, sym.SNOPTRDATA, sym.STYPE, sym.SBSS, sym.SNOPTRBSS, sym.STLSBSS:
			// ok
		default:
			continue
		}
		// Skip things with no type, unless it's a dictionary
		gt := d.ldr.SymGoType(idx)
		if gt == 0 {

	pred := func(b bool, s string) {
		if b {
			if buf.Len() > 0 {
				buf.WriteString(", ")
			}
			buf.WriteString(s)
		}
	}

	pred(tv.IsVoid(), "void")
	pred(tv.IsType(), "type")
	pred(tv.IsBuiltin(), "builtin")
	pred(tv.IsValue() && tv.Value != nil, "const")
	pred(tv.IsValue() && tv.Value == nil, "value")
	pred(tv.IsNil(), "nil")
	pred(tv.Addressable(), "addressable")

	pred := func(b bool, s string) {
		if b {
			if buf.Len() > 0 {
				buf.WriteString(", ")
			}
			buf.WriteString(s)
		}
	}

	pred(tv.IsVoid(), "void")
	pred(tv.IsType(), "type")
	pred(tv.IsBuiltin(), "builtin")
	pred(tv.IsValue() && tv.Value != nil, "const")
	pred(tv.IsValue() && tv.Value == nil, "value")
	pred(tv.IsNil(), "nil")
	pred(tv.Addressable(), "addressable")