github.com/pachyderm/pachyderm@v1.13.4/examples/ml/tensorflow/pre-processing_and_generation.json (about) 1 { 2 "pipeline": { 3 "name": "preprocess_images" 4 }, 5 "description": "A pipeline that pre-processes input images and generates final images by combining the preposessed images with the trained data in the `model` repository.", 6 "transform": { 7 "image": "dwhitena/pix2pix", 8 "cmd": [ "/bin/bash" ], 9 "stdin": [ 10 "python process.py --input_dir /pfs/input_images --operation resize --output_dir /pfs/out" 11 ] 12 }, 13 "input": { 14 "pfs": { 15 "repo": "input_images", 16 "glob": "/*" 17 } 18 } 19 } 20 { 21 "pipeline": { 22 "name": "generate_images" 23 }, 24 "transform": { 25 "image": "dwhitena/pix2pix", 26 "cmd": [ "/bin/bash" ], 27 "stdin": [ 28 "for filename in /pfs/preprocess_images/*; do", 29 "rawname=$(basename $filename)", 30 "python process-local.py --model_dir /pfs/model --input_file $filename --output_file /pfs/out/$rawname", 31 "done" 32 ] 33 }, 34 "input": { 35 "cross": [ 36 { 37 "pfs": { 38 "repo": "preprocess_images", 39 "glob": "/*" 40 } 41 }, 42 { 43 "pfs": { 44 "repo": "model", 45 "glob": "/" 46 } 47 } 48 ] 49 } 50 }