We investigate the possibility to describe the quark mass hierarchies as well as the CKM quark mixing matrix without fine-tuning in a quark flavour model with modular symmetry. The quark mass hierarchies are considered in the vicinity of the fixed point (the left cusp of the fundamental domain of the modular group), being the VEV of the modulus. The model involves modular forms of level 3 and weights 6, 4 and 2, and contains eight constants, only two of which, and , can be a source of CP violation in addition to the VEV of the modulus, , , . We find that in the case of real (CP-conserving) and and common () in the down-quark and up-quark sectors, the down-type quark mass hierarchies can be reproduced without fine tuning with , all other constants being of , and correspond approximately to . The up-type quark mass hierarchies can be achieved with the same but allowing and correspond to . In this setting, we discuss the CKM quark mixing and CP violation.

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