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Modi paid a nearly nine-hour visit to Kyiv.
Ukraine has repeatedly said it wants the war to end but on Kyiv's terms, not Russia's.
Pope Francis has said previously that he wants to visit both Kyiv and Moscow on a peace mission.
Russia announced on Wednesday it would withdraw from the west bank of the Dnipro that includes Kherson, the only regional capital Moscow has captured since invading Ukraine in February.
Kryvyi Rih, the largest city in central Ukraine with an estimated pre-war population of 650,000, was hit by eight cruise missiles on Wednesday.
After holding talks with Ukrainian President Volodymyr Zelenskiy, the leaders signalled that Ukraine should be granted European Union candidate status.
Zelenskyy's criticism of the West has mounted in recent days as the European Union moves slowly towards a possible Russian oil embargo and as thousands of Russian forces try to encircle two key eastern cities of Sievierodonetsk and Lysychansk.
Russian-backed separatists already controlled swathes of territory in Luhansk and the neighbouring Donetsk province before the Feb. 24 invasion, but Moscow wants to seize the last remaining Ukrainian-held territory in Donbas.
'We must be victorious. We need cinema to guarantee this ending, that each time it will be on the side of freedom,' said the Ukraine leader through a live video link from Kyiv during the opening ceremony.
Rustam Minnekayev, deputy commander of Russia's central military district, was quoted by Russian state news agencies as saying full control over southern Ukraine would give it access to Transnistria, a breakaway Russian-occupied part of Moldova in the west.
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