The fire started at a factory on Hampton Park Road in Hereford at around 8am.
Some residents in the nearby area have been evacuated to Hereford Leisure Centre on Holmer Road.
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A weekend of celebrations gets under way for Birmingham Pride.
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East Midlands weather: Clear but becoming cloudy with some rain