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+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, oil painting
66
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas by Hokusai, in the style of Ukiyo
67
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, black and white
68
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, pixel art
69
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, in cyberpunk style
70
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, animated style
71
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, watercolor painting
72
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, surrealism style
73
+ An astronaut flying in space, Van Gogh style
74
+ An astronaut flying in space, oil painting
75
+ An astronaut flying in space by Hokusai, in the style of Ukiyo
76
+ An astronaut flying in space, black and white
77
+ An astronaut flying in space, pixel art
78
+ An astronaut flying in space, in cyberpunk style
79
+ An astronaut flying in space, animated style
80
+ An astronaut flying in space, watercolor painting
81
+ An astronaut flying in space, surrealism style
82
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, Van Gogh style
83
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, oil painting
84
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks by Hokusai, in the style of Ukiyo
85
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, black and white
86
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, pixel art
87
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, in cyberpunk style
88
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, animated style
89
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, watercolor painting
90
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, surrealism style
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/color.txt ADDED
@@ -0,0 +1,85 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ a red bicycle
2
+ a green bicycle
3
+ a blue bicycle
4
+ a yellow bicycle
5
+ an orange bicycle
6
+ a purple bicycle
7
+ a pink bicycle
8
+ a black bicycle
9
+ a white bicycle
10
+ a red car
11
+ a green car
12
+ a blue car
13
+ a yellow car
14
+ an orange car
15
+ a purple car
16
+ a pink car
17
+ a black car
18
+ a white car
19
+ a red bird
20
+ a green bird
21
+ a blue bird
22
+ a yellow bird
23
+ an orange bird
24
+ a purple bird
25
+ a pink bird
26
+ a black bird
27
+ a white bird
28
+ a black cat
29
+ a white cat
30
+ an orange cat
31
+ a yellow cat
32
+ a red umbrella
33
+ a green umbrella
34
+ a blue umbrella
35
+ a yellow umbrella
36
+ an orange umbrella
37
+ a purple umbrella
38
+ a pink umbrella
39
+ a black umbrella
40
+ a white umbrella
41
+ a red suitcase
42
+ a green suitcase
43
+ a blue suitcase
44
+ a yellow suitcase
45
+ an orange suitcase
46
+ a purple suitcase
47
+ a pink suitcase
48
+ a black suitcase
49
+ a white suitcase
50
+ a red bowl
51
+ a green bowl
52
+ a blue bowl
53
+ a yellow bowl
54
+ an orange bowl
55
+ a purple bowl
56
+ a pink bowl
57
+ a black bowl
58
+ a white bowl
59
+ a red chair
60
+ a green chair
61
+ a blue chair
62
+ a yellow chair
63
+ an orange chair
64
+ a purple chair
65
+ a pink chair
66
+ a black chair
67
+ a white chair
68
+ a red clock
69
+ a green clock
70
+ a blue clock
71
+ a yellow clock
72
+ an orange clock
73
+ a purple clock
74
+ a pink clock
75
+ a black clock
76
+ a white clock
77
+ a red vase
78
+ a green vase
79
+ a blue vase
80
+ a yellow vase
81
+ an orange vase
82
+ a purple vase
83
+ a pink vase
84
+ a black vase
85
+ a white vase
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/human_action.txt ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ A person is riding a bike
2
+ A person is marching
3
+ A person is roller skating
4
+ A person is tasting beer
5
+ A person is clapping
6
+ A person is drawing
7
+ A person is petting animal (not cat)
8
+ A person is eating watermelon
9
+ A person is playing harp
10
+ A person is wrestling
11
+ A person is riding scooter
12
+ A person is sweeping floor
13
+ A person is skateboarding
14
+ A person is dunking basketball
15
+ A person is playing flute
16
+ A person is stretching leg
17
+ A person is tying tie
18
+ A person is skydiving
19
+ A person is shooting goal (soccer)
20
+ A person is playing piano
21
+ A person is finger snapping
22
+ A person is canoeing or kayaking
23
+ A person is laughing
24
+ A person is digging
25
+ A person is clay pottery making
26
+ A person is shooting basketball
27
+ A person is bending back
28
+ A person is shaking hands
29
+ A person is bandaging
30
+ A person is push up
31
+ A person is catching or throwing frisbee
32
+ A person is playing trumpet
33
+ A person is flying kite
34
+ A person is filling eyebrows
35
+ A person is shuffling cards
36
+ A person is folding clothes
37
+ A person is smoking
38
+ A person is tai chi
39
+ A person is squat
40
+ A person is playing controller
41
+ A person is throwing axe
42
+ A person is giving or receiving award
43
+ A person is air drumming
44
+ A person is taking a shower
45
+ A person is planting trees
46
+ A person is sharpening knives
47
+ A person is robot dancing
48
+ A person is rock climbing
49
+ A person is hula hooping
50
+ A person is writing
51
+ A person is bungee jumping
52
+ A person is pushing cart
53
+ A person is cleaning windows
54
+ A person is cutting watermelon
55
+ A person is cheerleading
56
+ A person is washing hands
57
+ A person is ironing
58
+ A person is cutting nails
59
+ A person is hugging
60
+ A person is trimming or shaving beard
61
+ A person is jogging
62
+ A person is making bed
63
+ A person is washing dishes
64
+ A person is grooming dog
65
+ A person is doing laundry
66
+ A person is knitting
67
+ A person is reading book
68
+ A person is baby waking up
69
+ A person is massaging legs
70
+ A person is brushing teeth
71
+ A person is crawling baby
72
+ A person is motorcycling
73
+ A person is driving car
74
+ A person is sticking tongue out
75
+ A person is shaking head
76
+ A person is sword fighting
77
+ A person is doing aerobics
78
+ A person is strumming guitar
79
+ A person is riding or walking with horse
80
+ A person is archery
81
+ A person is catching or throwing baseball
82
+ A person is playing chess
83
+ A person is rock scissors paper
84
+ A person is using computer
85
+ A person is arranging flowers
86
+ A person is bending metal
87
+ A person is ice skating
88
+ A person is climbing a rope
89
+ A person is crying
90
+ A person is dancing ballet
91
+ A person is getting a haircut
92
+ A person is running on treadmill
93
+ A person is kissing
94
+ A person is counting money
95
+ A person is barbequing
96
+ A person is peeling apples
97
+ A person is milking cow
98
+ A person is shining shoes
99
+ A person is making snowman
100
+ A person is sailing
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/multiple_objects.txt ADDED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ a bird and a cat
2
+ a cat and a dog
3
+ a dog and a horse
4
+ a horse and a sheep
5
+ a sheep and a cow
6
+ a cow and an elephant
7
+ an elephant and a bear
8
+ a bear and a zebra
9
+ a zebra and a giraffe
10
+ a giraffe and a bird
11
+ a chair and a couch
12
+ a couch and a potted plant
13
+ a potted plant and a tv
14
+ a tv and a laptop
15
+ a laptop and a remote
16
+ a remote and a keyboard
17
+ a keyboard and a cell phone
18
+ a cell phone and a book
19
+ a book and a clock
20
+ a clock and a backpack
21
+ a backpack and an umbrella
22
+ an umbrella and a handbag
23
+ a handbag and a tie
24
+ a tie and a suitcase
25
+ a suitcase and a vase
26
+ a vase and scissors
27
+ scissors and a teddy bear
28
+ a teddy bear and a frisbee
29
+ a frisbee and skis
30
+ skis and a snowboard
31
+ a snowboard and a sports ball
32
+ a sports ball and a kite
33
+ a kite and a baseball bat
34
+ a baseball bat and a baseball glove
35
+ a baseball glove and a skateboard
36
+ a skateboard and a surfboard
37
+ a surfboard and a tennis racket
38
+ a tennis racket and a bottle
39
+ a bottle and a chair
40
+ an airplane and a train
41
+ a train and a boat
42
+ a boat and an airplane
43
+ a bicycle and a car
44
+ a car and a motorcycle
45
+ a motorcycle and a bus
46
+ a bus and a traffic light
47
+ a traffic light and a fire hydrant
48
+ a fire hydrant and a stop sign
49
+ a stop sign and a parking meter
50
+ a parking meter and a truck
51
+ a truck and a bicycle
52
+ a toilet and a hair drier
53
+ a hair drier and a toothbrush
54
+ a toothbrush and a sink
55
+ a sink and a toilet
56
+ a wine glass and a chair
57
+ a cup and a couch
58
+ a fork and a potted plant
59
+ a knife and a tv
60
+ a spoon and a laptop
61
+ a bowl and a remote
62
+ a banana and a keyboard
63
+ an apple and a cell phone
64
+ a sandwich and a book
65
+ an orange and a clock
66
+ broccoli and a backpack
67
+ a carrot and an umbrella
68
+ a hot dog and a handbag
69
+ a pizza and a tie
70
+ a donut and a suitcase
71
+ a cake and a vase
72
+ an oven and scissors
73
+ a toaster and a teddy bear
74
+ a microwave and a frisbee
75
+ a refrigerator and skis
76
+ a bicycle and an airplane
77
+ a car and a train
78
+ a motorcycle and a boat
79
+ a person and a toilet
80
+ a person and a hair drier
81
+ a person and a toothbrush
82
+ a person and a sink
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/object_class.txt ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ a person
2
+ a bicycle
3
+ a car
4
+ a motorcycle
5
+ an airplane
6
+ a bus
7
+ a train
8
+ a truck
9
+ a boat
10
+ a traffic light
11
+ a fire hydrant
12
+ a stop sign
13
+ a parking meter
14
+ a bench
15
+ a bird
16
+ a cat
17
+ a dog
18
+ a horse
19
+ a sheep
20
+ a cow
21
+ an elephant
22
+ a bear
23
+ a zebra
24
+ a giraffe
25
+ a backpack
26
+ an umbrella
27
+ a handbag
28
+ a tie
29
+ a suitcase
30
+ a frisbee
31
+ skis
32
+ a snowboard
33
+ a sports ball
34
+ a kite
35
+ a baseball bat
36
+ a baseball glove
37
+ a skateboard
38
+ a surfboard
39
+ a tennis racket
40
+ a bottle
41
+ a wine glass
42
+ a cup
43
+ a fork
44
+ a knife
45
+ a spoon
46
+ a bowl
47
+ a banana
48
+ an apple
49
+ a sandwich
50
+ an orange
51
+ broccoli
52
+ a carrot
53
+ a hot dog
54
+ a pizza
55
+ a donut
56
+ a cake
57
+ a chair
58
+ a couch
59
+ a potted plant
60
+ a bed
61
+ a dining table
62
+ a toilet
63
+ a tv
64
+ a laptop
65
+ a remote
66
+ a keyboard
67
+ a cell phone
68
+ a microwave
69
+ an oven
70
+ a toaster
71
+ a sink
72
+ a refrigerator
73
+ a book
74
+ a clock
75
+ a vase
76
+ scissors
77
+ a teddy bear
78
+ a hair drier
79
+ a toothbrush
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/overall_consistency.txt ADDED
@@ -0,0 +1,93 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Close up of grapes on a rotating table.
2
+ Turtle swimming in ocean.
3
+ A storm trooper vacuuming the beach.
4
+ A panda standing on a surfboard in the ocean in sunset.
5
+ An astronaut feeding ducks on a sunny afternoon, reflection from the water.
6
+ Two pandas discussing an academic paper.
7
+ Sunset time lapse at the beach with moving clouds and colors in the sky.
8
+ A fat rabbit wearing a purple robe walking through a fantasy landscape.
9
+ A koala bear playing piano in the forest.
10
+ An astronaut flying in space.
11
+ Fireworks.
12
+ An animated painting of fluffy white clouds moving in sky.
13
+ Flying through fantasy landscapes.
14
+ A bigfoot walking in the snowstorm.
15
+ A squirrel eating a burger.
16
+ A cat wearing sunglasses and working as a lifeguard at a pool.
17
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks.
18
+ Splash of turquoise water in extreme slow motion, alpha channel included.
19
+ an ice cream is melting on the table.
20
+ a drone flying over a snowy forest.
21
+ a shark is swimming in the ocean.
22
+ Aerial panoramic video from a drone of a fantasy land.
23
+ a teddy bear is swimming in the ocean.
24
+ time lapse of sunrise on mars.
25
+ golden fish swimming in the ocean.
26
+ An artist brush painting on a canvas close up.
27
+ A drone view of celebration with Christmas tree and fireworks, starry sky - background.
28
+ happy dog wearing a yellow turtleneck, studio, portrait, facing camera, dark background
29
+ Origami dancers in white paper, 3D render, on white background, studio shot, dancing modern dance.
30
+ Campfire at night in a snowy forest with starry sky in the background.
31
+ a fantasy landscape
32
+ A 3D model of a 1800s victorian house.
33
+ this is how I do makeup in the morning.
34
+ A raccoon that looks like a turtle, digital art.
35
+ Robot dancing in Times Square.
36
+ Busy freeway at night.
37
+ Balloon full of water exploding in extreme slow motion.
38
+ An astronaut is riding a horse in the space in a photorealistic style.
39
+ Macro slo-mo. Slow motion cropped closeup of roasted coffee beans falling into an empty bowl.
40
+ Sewing machine, old sewing machine working.
41
+ Motion colour drop in water, ink swirling in water, colourful ink in water, abstraction fancy dream cloud of ink.
42
+ Few big purple plums rotating on the turntable. water drops appear on the skin during rotation. isolated on the white background. close-up. macro.
43
+ Vampire makeup face of beautiful girl, red contact lenses.
44
+ Ashtray full of butts on table, smoke flowing on black background, close-up
45
+ Pacific coast, carmel by the sea ocean and waves.
46
+ A teddy bear is playing drum kit in NYC Times Square.
47
+ A corgi is playing drum kit.
48
+ An Iron man is playing the electronic guitar, high electronic guitar.
49
+ A raccoon is playing the electronic guitar.
50
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background by Vincent van Gogh
51
+ A corgi's head depicted as an explosion of a nebula
52
+ A fantasy landscape
53
+ A future where humans have achieved teleportation technology
54
+ A jellyfish floating through the ocean, with bioluminescent tentacles
55
+ A Mars rover moving on Mars
56
+ A panda drinking coffee in a cafe in Paris
57
+ A space shuttle launching into orbit, with flames and smoke billowing out from the engines
58
+ A steam train moving on a mountainside
59
+ A super cool giant robot in Cyberpunk Beijing
60
+ A tropical beach at sunrise, with palm trees and crystal-clear water in the foreground
61
+ Cinematic shot of Van Gogh's selfie, Van Gogh style
62
+ Gwen Stacy reading a book
63
+ Iron Man flying in the sky
64
+ The bund Shanghai, oil painting
65
+ Yoda playing guitar on the stage
66
+ A beautiful coastal beach in spring, waves lapping on sand by Hokusai, in the style of Ukiyo
67
+ A beautiful coastal beach in spring, waves lapping on sand by Vincent van Gogh
68
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background
69
+ A car moving slowly on an empty street, rainy evening
70
+ A cat eating food out of a bowl
71
+ A cat wearing sunglasses at a pool
72
+ A confused panda in calculus class
73
+ A cute fluffy panda eating Chinese food in a restaurant
74
+ A cute happy Corgi playing in park, sunset
75
+ A cute raccoon playing guitar in a boat on the ocean
76
+ A happy fuzzy panda playing guitar nearby a campfire, snow mountain in the background
77
+ A lightning striking atop of eiffel tower, dark clouds in the sky
78
+ A modern art museum, with colorful paintings
79
+ A panda cooking in the kitchen
80
+ A panda playing on a swing set
81
+ A polar bear is playing guitar
82
+ A raccoon dressed in suit playing the trumpet, stage background
83
+ A robot DJ is playing the turntable, in heavy raining futuristic tokyo rooftop cyberpunk night, sci-fi, fantasy
84
+ A shark swimming in clear Caribbean ocean
85
+ A super robot protecting city
86
+ A teddy bear washing the dishes
87
+ An epic tornado attacking above a glowing city at night, the tornado is made of smoke
88
+ An oil painting of a couple in formal evening wear going home get caught in a heavy downpour with umbrellas
89
+ Clown fish swimming through the coral reef
90
+ Hyper-realistic spaceship landing on Mars
91
+ The bund Shanghai, vibrant color
92
+ Vincent van Gogh is painting in the room
93
+ Yellow flowers swing in the wind
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/scene.txt ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ alley
2
+ amusement park
3
+ aquarium
4
+ arch
5
+ art gallery
6
+ bathroom
7
+ bakery shop
8
+ ballroom
9
+ bar
10
+ barn
11
+ basement
12
+ beach
13
+ bedroom
14
+ bridge
15
+ botanical garden
16
+ cafeteria
17
+ campsite
18
+ campus
19
+ carrousel
20
+ castle
21
+ cemetery
22
+ classroom
23
+ cliff
24
+ crosswalk
25
+ construction site
26
+ corridor
27
+ courtyard
28
+ desert
29
+ downtown
30
+ driveway
31
+ farm
32
+ food court
33
+ football field
34
+ forest road
35
+ fountain
36
+ gas station
37
+ glacier
38
+ golf course
39
+ indoor gymnasium
40
+ harbor
41
+ highway
42
+ hospital
43
+ house
44
+ iceberg
45
+ industrial area
46
+ jail cell
47
+ junkyard
48
+ kitchen
49
+ indoor library
50
+ lighthouse
51
+ laboratory
52
+ mansion
53
+ marsh
54
+ mountain
55
+ indoor movie theater
56
+ indoor museum
57
+ music studio
58
+ nursery
59
+ ocean
60
+ office
61
+ palace
62
+ parking lot
63
+ pharmacy
64
+ phone booth
65
+ raceway
66
+ restaurant
67
+ river
68
+ science museum
69
+ shower
70
+ ski slope
71
+ sky
72
+ skyscraper
73
+ baseball stadium
74
+ staircase
75
+ street
76
+ supermarket
77
+ indoor swimming pool
78
+ tower
79
+ outdoor track
80
+ train railway
81
+ train station platform
82
+ underwater coral reef
83
+ valley
84
+ volcano
85
+ waterfall
86
+ windmill
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/spatial_relationship.txt ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ a bicycle on the left of a car, front view
2
+ a car on the right of a motorcycle, front view
3
+ a motorcycle on the left of a bus, front view
4
+ a bus on the right of a traffic light, front view
5
+ a traffic light on the left of a fire hydrant, front view
6
+ a fire hydrant on the right of a stop sign, front view
7
+ a stop sign on the left of a parking meter, front view
8
+ a parking meter on the right of a bench, front view
9
+ a bench on the left of a truck, front view
10
+ a truck on the right of a bicycle, front view
11
+ a bird on the left of a cat, front view
12
+ a cat on the right of a dog, front view
13
+ a dog on the left of a horse, front view
14
+ a horse on the right of a sheep, front view
15
+ a sheep on the left of a cow, front view
16
+ a cow on the right of an elephant, front view
17
+ an elephant on the left of a bear, front view
18
+ a bear on the right of a zebra, front view
19
+ a zebra on the left of a giraffe, front view
20
+ a giraffe on the right of a bird, front view
21
+ a bottle on the left of a wine glass, front view
22
+ a wine glass on the right of a cup, front view
23
+ a cup on the left of a fork, front view
24
+ a fork on the right of a knife, front view
25
+ a knife on the left of a spoon, front view
26
+ a spoon on the right of a bowl, front view
27
+ a bowl on the left of a bottle, front view
28
+ a potted plant on the left of a remote, front view
29
+ a remote on the right of a clock, front view
30
+ a clock on the left of a vase, front view
31
+ a vase on the right of scissors, front view
32
+ scissors on the left of a teddy bear, front view
33
+ a teddy bear on the right of a potted plant, front view
34
+ a frisbee on the left of a sports ball, front view
35
+ a sports ball on the right of a baseball bat, front view
36
+ a baseball bat on the left of a baseball glove, front view
37
+ a baseball glove on the right of a tennis racket, front view
38
+ a tennis racket on the left of a frisbee, front view
39
+ a toilet on the left of a hair drier, front view
40
+ a hair drier on the right of a toothbrush, front view
41
+ a toothbrush on the left of a sink, front view
42
+ a sink on the right of a toilet, front view
43
+ a chair on the left of a couch, front view
44
+ a couch on the right of a bed, front view
45
+ a bed on the left of a tv, front view
46
+ a tv on the right of a dining table, front view
47
+ a dining table on the left of a chair, front view
48
+ an airplane on the left of a train, front view
49
+ a train on the right of a boat, front view
50
+ a boat on the left of an airplane, front view
51
+ an oven on the top of a toaster, front view
52
+ an oven on the bottom of a toaster, front view
53
+ a toaster on the top of a microwave, front view
54
+ a toaster on the bottom of a microwave, front view
55
+ a microwave on the top of an oven, front view
56
+ a microwave on the bottom of an oven, front view
57
+ a banana on the top of an apple, front view
58
+ a banana on the bottom of an apple, front view
59
+ an apple on the top of a sandwich, front view
60
+ an apple on the bottom of a sandwich, front view
61
+ a sandwich on the top of an orange, front view
62
+ a sandwich on the bottom of an orange, front view
63
+ an orange on the top of a carrot, front view
64
+ an orange on the bottom of a carrot, front view
65
+ a carrot on the top of a hot dog, front view
66
+ a carrot on the bottom of a hot dog, front view
67
+ a hot dog on the top of a pizza, front view
68
+ a hot dog on the bottom of a pizza, front view
69
+ a pizza on the top of a donut, front view
70
+ a pizza on the bottom of a donut, front view
71
+ a donut on the top of broccoli, front view
72
+ a donut on the bottom of broccoli, front view
73
+ broccoli on the top of a banana, front view
74
+ broccoli on the bottom of a banana, front view
75
+ skis on the top of a snowboard, front view
76
+ skis on the bottom of a snowboard, front view
77
+ a snowboard on the top of a kite, front view
78
+ a snowboard on the bottom of a kite, front view
79
+ a kite on the top of a skateboard, front view
80
+ a kite on the bottom of a skateboard, front view
81
+ a skateboard on the top of a surfboard, front view
82
+ a skateboard on the bottom of a surfboard, front view
83
+ a surfboard on the top of skis, front view
84
+ a surfboard on the bottom of skis, front view
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/subject_consistency.txt ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ a person swimming in ocean
2
+ a person giving a presentation to a room full of colleagues
3
+ a person washing the dishes
4
+ a person eating a burger
5
+ a person walking in the snowstorm
6
+ a person drinking coffee in a cafe
7
+ a person playing guitar
8
+ a bicycle leaning against a tree
9
+ a bicycle gliding through a snowy field
10
+ a bicycle slowing down to stop
11
+ a bicycle accelerating to gain speed
12
+ a car stuck in traffic during rush hour
13
+ a car turning a corner
14
+ a car slowing down to stop
15
+ a car accelerating to gain speed
16
+ a motorcycle cruising along a coastal highway
17
+ a motorcycle turning a corner
18
+ a motorcycle slowing down to stop
19
+ a motorcycle gliding through a snowy field
20
+ a motorcycle accelerating to gain speed
21
+ an airplane soaring through a clear blue sky
22
+ an airplane taking off
23
+ an airplane landing smoothly on a runway
24
+ an airplane accelerating to gain speed
25
+ a bus turning a corner
26
+ a bus stuck in traffic during rush hour
27
+ a bus accelerating to gain speed
28
+ a train speeding down the tracks
29
+ a train crossing over a tall bridge
30
+ a train accelerating to gain speed
31
+ a truck turning a corner
32
+ a truck anchored in a tranquil bay
33
+ a truck stuck in traffic during rush hour
34
+ a truck slowing down to stop
35
+ a truck accelerating to gain speed
36
+ a boat sailing smoothly on a calm lake
37
+ a boat slowing down to stop
38
+ a boat accelerating to gain speed
39
+ a bird soaring gracefully in the sky
40
+ a bird building a nest from twigs and leaves
41
+ a bird flying over a snowy forest
42
+ a cat grooming itself meticulously with its tongue
43
+ a cat playing in park
44
+ a cat drinking water
45
+ a cat running happily
46
+ a dog enjoying a peaceful walk
47
+ a dog playing in park
48
+ a dog drinking water
49
+ a dog running happily
50
+ a horse bending down to drink water from a river
51
+ a horse galloping across an open field
52
+ a horse taking a peaceful walk
53
+ a horse running to join a herd of its kind
54
+ a sheep bending down to drink water from a river
55
+ a sheep taking a peaceful walk
56
+ a sheep running to join a herd of its kind
57
+ a cow bending down to drink water from a river
58
+ a cow chewing cud while resting in a tranquil barn
59
+ a cow running to join a herd of its kind
60
+ an elephant spraying itself with water using its trunk to cool down
61
+ an elephant taking a peaceful walk
62
+ an elephant running to join a herd of its kind
63
+ a bear catching a salmon in its powerful jaws
64
+ a bear sniffing the air for scents of food
65
+ a bear climbing a tree
66
+ a bear hunting for prey
67
+ a zebra bending down to drink water from a river
68
+ a zebra running to join a herd of its kind
69
+ a zebra taking a peaceful walk
70
+ a giraffe bending down to drink water from a river
71
+ a giraffe taking a peaceful walk
72
+ a giraffe running to join a herd of its kind
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/temporal_flickering.txt ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ In a still frame, a stop sign
2
+ a toilet, frozen in time
3
+ a laptop, frozen in time
4
+ A tranquil tableau of alley
5
+ A tranquil tableau of bar
6
+ A tranquil tableau of barn
7
+ A tranquil tableau of bathroom
8
+ A tranquil tableau of bedroom
9
+ A tranquil tableau of cliff
10
+ In a still frame, courtyard
11
+ In a still frame, gas station
12
+ A tranquil tableau of house
13
+ indoor gymnasium, frozen in time
14
+ A tranquil tableau of indoor library
15
+ A tranquil tableau of kitchen
16
+ A tranquil tableau of palace
17
+ In a still frame, parking lot
18
+ In a still frame, phone booth
19
+ A tranquil tableau of restaurant
20
+ A tranquil tableau of tower
21
+ A tranquil tableau of a bowl
22
+ A tranquil tableau of an apple
23
+ A tranquil tableau of a bench
24
+ A tranquil tableau of a bed
25
+ A tranquil tableau of a chair
26
+ A tranquil tableau of a cup
27
+ A tranquil tableau of a dining table
28
+ In a still frame, a pear
29
+ A tranquil tableau of a bunch of grapes
30
+ A tranquil tableau of a bowl on the kitchen counter
31
+ A tranquil tableau of a beautiful, handcrafted ceramic bowl
32
+ A tranquil tableau of an antique bowl
33
+ A tranquil tableau of an exquisite mahogany dining table
34
+ A tranquil tableau of a wooden bench in the park
35
+ A tranquil tableau of a beautiful wrought-iron bench surrounded by blooming flowers
36
+ In a still frame, a park bench with a view of the lake
37
+ A tranquil tableau of a vintage rocking chair was placed on the porch
38
+ A tranquil tableau of the jail cell was small and dimly lit, with cold, steel bars
39
+ A tranquil tableau of the phone booth was tucked away in a quiet alley
40
+ a dilapidated phone booth stood as a relic of a bygone era on the sidewalk, frozen in time
41
+ A tranquil tableau of the old red barn stood weathered and iconic against the backdrop of the countryside
42
+ A tranquil tableau of a picturesque barn was painted a warm shade of red and nestled in a picturesque meadow
43
+ In a still frame, within the desolate desert, an oasis unfolded, characterized by the stoic presence of palm trees and a motionless, glassy pool of water
44
+ In a still frame, the Parthenon's majestic Doric columns stand in serene solitude atop the Acropolis, framed by the tranquil Athenian landscape
45
+ In a still frame, the Temple of Hephaestus, with its timeless Doric grace, stands stoically against the backdrop of a quiet Athens
46
+ In a still frame, the ornate Victorian streetlamp stands solemnly, adorned with intricate ironwork and stained glass panels
47
+ A tranquil tableau of the Stonehenge presented itself as an enigmatic puzzle, each colossal stone meticulously placed against the backdrop of tranquility
48
+ In a still frame, in the vast desert, an oasis nestled among dunes, featuring tall palm trees and an air of serenity
49
+ static view on a desert scene with an oasis, palm trees, and a clear, calm pool of water
50
+ A tranquil tableau of an ornate Victorian streetlamp standing on a cobblestone street corner, illuminating the empty night
51
+ A tranquil tableau of a tranquil lakeside cabin nestled among tall pines, its reflection mirrored perfectly in the calm water
52
+ In a still frame, a vintage gas lantern, adorned with intricate details, gracing a historic cobblestone square
53
+ In a still frame, a tranquil Japanese tea ceremony room, with tatami mats, a delicate tea set, and a bonsai tree in the corner
54
+ A tranquil tableau of the Parthenon stands resolute in its classical elegance, a timeless symbol of Athens' cultural legacy
55
+ A tranquil tableau of in the heart of Plaka, the neoclassical architecture of the old city harmonizes with the ancient ruins
56
+ A tranquil tableau of in the desolate beauty of the American Southwest, Chaco Canyon's ancient ruins whispered tales of an enigmatic civilization that once thrived amidst the arid landscapes
57
+ A tranquil tableau of at the edge of the Arabian Desert, the ancient city of Petra beckoned with its enigmatic rock-carved façades
58
+ In a still frame, amidst the cobblestone streets, an Art Nouveau lamppost stood tall
59
+ A tranquil tableau of in the quaint village square, a traditional wrought-iron streetlamp featured delicate filigree patterns and amber-hued glass panels
60
+ A tranquil tableau of the lampposts were adorned with Art Deco motifs, their geometric shapes and frosted glass creating a sense of vintage glamour
61
+ In a still frame, in the picturesque square, a Gothic-style lamppost adorned with intricate stone carvings added a touch of medieval charm to the setting
62
+ In a still frame, in the heart of the old city, a row of ornate lantern-style streetlamps bathed the narrow alleyway in a warm, welcoming light
63
+ A tranquil tableau of in the heart of the Utah desert, a massive sandstone arch spanned the horizon
64
+ A tranquil tableau of in the Arizona desert, a massive stone bridge arched across a rugged canyon
65
+ A tranquil tableau of in the corner of the minimalist tea room, a bonsai tree added a touch of nature's beauty to the otherwise simple and elegant space
66
+ In a still frame, amidst the hushed ambiance of the traditional tea room, a meticulously arranged tea set awaited, with porcelain cups, a bamboo whisk
67
+ In a still frame, nestled in the Zen garden, a rustic teahouse featured tatami seating and a traditional charcoal brazier
68
+ A tranquil tableau of a country estate's library featured elegant wooden shelves
69
+ A tranquil tableau of beneath the shade of a solitary oak tree, an old wooden park bench sat patiently
70
+ A tranquil tableau of beside a tranquil pond, a weeping willow tree draped its branches gracefully over the water's surface, creating a serene tableau of reflection and calm
71
+ A tranquil tableau of in the Zen garden, a perfectly raked gravel path led to a serene rock garden
72
+ In a still frame, a tranquil pond was fringed by weeping cherry trees, their blossoms drifting lazily onto the glassy surface
73
+ In a still frame, within the historic library's reading room, rows of antique leather chairs and mahogany tables offered a serene haven for literary contemplation
74
+ A tranquil tableau of a peaceful orchid garden showcased a variety of delicate blooms
75
+ A tranquil tableau of in the serene courtyard, a centuries-old stone well stood as a symbol of a bygone era, its mossy stones bearing witness to the passage of time
FlowCache/FlowCache4MAGI-1/downloads/vbench/prompts_per_dimension/temporal_style.txt ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ A beautiful coastal beach in spring, waves lapping on sand, in super slow motion
2
+ A beautiful coastal beach in spring, waves lapping on sand, zoom in
3
+ A beautiful coastal beach in spring, waves lapping on sand, zoom out
4
+ A beautiful coastal beach in spring, waves lapping on sand, pan left
5
+ A beautiful coastal beach in spring, waves lapping on sand, pan right
6
+ A beautiful coastal beach in spring, waves lapping on sand, tilt up
7
+ A beautiful coastal beach in spring, waves lapping on sand, tilt down
8
+ A beautiful coastal beach in spring, waves lapping on sand, with an intense shaking effect
9
+ A beautiful coastal beach in spring, waves lapping on sand, featuring a steady and smooth perspective
10
+ A beautiful coastal beach in spring, waves lapping on sand, racking focus
11
+ The bund Shanghai, in super slow motion
12
+ The bund Shanghai, zoom in
13
+ The bund Shanghai, zoom out
14
+ The bund Shanghai, pan left
15
+ The bund Shanghai, pan right
16
+ The bund Shanghai, tilt up
17
+ The bund Shanghai, tilt down
18
+ The bund Shanghai, with an intense shaking effect
19
+ The bund Shanghai, featuring a steady and smooth perspective
20
+ The bund Shanghai, racking focus
21
+ a shark is swimming in the ocean, in super slow motion
22
+ a shark is swimming in the ocean, zoom in
23
+ a shark is swimming in the ocean, zoom out
24
+ a shark is swimming in the ocean, pan left
25
+ a shark is swimming in the ocean, pan right
26
+ a shark is swimming in the ocean, tilt up
27
+ a shark is swimming in the ocean, tilt down
28
+ a shark is swimming in the ocean, with an intense shaking effect
29
+ a shark is swimming in the ocean, featuring a steady and smooth perspective
30
+ a shark is swimming in the ocean, racking focus
31
+ A panda drinking coffee in a cafe in Paris, in super slow motion
32
+ A panda drinking coffee in a cafe in Paris, zoom in
33
+ A panda drinking coffee in a cafe in Paris, zoom out
34
+ A panda drinking coffee in a cafe in Paris, pan left
35
+ A panda drinking coffee in a cafe in Paris, pan right
36
+ A panda drinking coffee in a cafe in Paris, tilt up
37
+ A panda drinking coffee in a cafe in Paris, tilt down
38
+ A panda drinking coffee in a cafe in Paris, with an intense shaking effect
39
+ A panda drinking coffee in a cafe in Paris, featuring a steady and smooth perspective
40
+ A panda drinking coffee in a cafe in Paris, racking focus
41
+ A cute happy Corgi playing in park, sunset, in super slow motion
42
+ A cute happy Corgi playing in park, sunset, zoom in
43
+ A cute happy Corgi playing in park, sunset, zoom out
44
+ A cute happy Corgi playing in park, sunset, pan left
45
+ A cute happy Corgi playing in park, sunset, pan right
46
+ A cute happy Corgi playing in park, sunset, tilt up
47
+ A cute happy Corgi playing in park, sunset, tilt down
48
+ A cute happy Corgi playing in park, sunset, with an intense shaking effect
49
+ A cute happy Corgi playing in park, sunset, featuring a steady and smooth perspective
50
+ A cute happy Corgi playing in park, sunset, racking focus
51
+ Gwen Stacy reading a book, in super slow motion
52
+ Gwen Stacy reading a book, zoom in
53
+ Gwen Stacy reading a book, zoom out
54
+ Gwen Stacy reading a book, pan left
55
+ Gwen Stacy reading a book, pan right
56
+ Gwen Stacy reading a book, tilt up
57
+ Gwen Stacy reading a book, tilt down
58
+ Gwen Stacy reading a book, with an intense shaking effect
59
+ Gwen Stacy reading a book, featuring a steady and smooth perspective
60
+ Gwen Stacy reading a book, racking focus
61
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, in super slow motion
62
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, zoom in
63
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, zoom out
64
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, pan left
65
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, pan right
66
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, tilt up
67
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, tilt down
68
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, with an intense shaking effect
69
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, featuring a steady and smooth perspective
70
+ A boat sailing leisurely along the Seine River with the Eiffel Tower in background, racking focus
71
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, in super slow motion
72
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, zoom in
73
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, zoom out
74
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, pan left
75
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, pan right
76
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, tilt up
77
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, tilt down
78
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, with an intense shaking effect
79
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, featuring a steady and smooth perspective
80
+ A couple in formal evening wear going home get caught in a heavy downpour with umbrellas, racking focus
81
+ An astronaut flying in space, in super slow motion
82
+ An astronaut flying in space, zoom in
83
+ An astronaut flying in space, zoom out
84
+ An astronaut flying in space, pan left
85
+ An astronaut flying in space, pan right
86
+ An astronaut flying in space, tilt up
87
+ An astronaut flying in space, tilt down
88
+ An astronaut flying in space, with an intense shaking effect
89
+ An astronaut flying in space, featuring a steady and smooth perspective
90
+ An astronaut flying in space, racking focus
91
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, in super slow motion
92
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, zoom in
93
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, zoom out
94
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, pan left
95
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, pan right
96
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, tilt up
97
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, tilt down
98
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, with an intense shaking effect
99
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, featuring a steady and smooth perspective
100
+ Snow rocky mountains peaks canyon. snow blanketed rocky mountains surround and shadow deep canyons. the canyons twist and bend through the high elevated mountain peaks, racking focus
FlowCache/FlowCache4MAGI-1/inference/__pycache__/__init__.cpython-310.pyc ADDED
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FlowCache/FlowCache4MAGI-1/inference/common/__init__.py ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ from .common_utils import divide, env_is_true, set_random_seed
16
+ from .config import EngineConfig, MagiConfig, ModelConfig, RuntimeConfig
17
+ from .dataclass import InferenceParams, ModelMetaArgs, PackedCoreAttnParams, PackedCrossAttnParams
18
+ from .logger import magi_logger, print_per_rank, print_rank_0
19
+ from .timer import event_path_timer
20
+
21
+ __all__ = [
22
+ "MagiConfig",
23
+ "ModelConfig",
24
+ "EngineConfig",
25
+ "RuntimeConfig",
26
+ "magi_logger",
27
+ "print_per_rank",
28
+ "print_rank_0",
29
+ "event_path_timer",
30
+ "divide",
31
+ "env_is_true",
32
+ "set_random_seed",
33
+ "PackedCoreAttnParams",
34
+ "PackedCrossAttnParams",
35
+ "ModelMetaArgs",
36
+ "InferenceParams",
37
+ ]
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FlowCache/FlowCache4MAGI-1/inference/common/common_utils.py ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ import os
16
+ import random
17
+
18
+ import numpy as np
19
+ import torch
20
+
21
+
22
+ def env_is_true(env_name: str) -> bool:
23
+ return str(os.environ.get(env_name, "0")).lower() in {"1", "true", "yes", "y", "on", "enabled"}
24
+
25
+
26
+ def divide(numerator, denominator):
27
+ assert numerator % denominator == 0, "{} is not divisible by {}".format(numerator, denominator)
28
+ return numerator // denominator
29
+
30
+
31
+ def set_random_seed(seed):
32
+ """Set random seed.
33
+
34
+ Args:
35
+ seed (int): Seed to be used.
36
+ """
37
+ assert seed is not None, "Please provide a seed in config.json"
38
+ random.seed(seed)
39
+ np.random.seed(seed)
40
+ torch.manual_seed(seed)
41
+ torch.cuda.manual_seed_all(seed)
42
+ return seed
FlowCache/FlowCache4MAGI-1/inference/common/config.py ADDED
@@ -0,0 +1,180 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ import dataclasses
16
+ import json
17
+ import os
18
+
19
+ import torch
20
+
21
+
22
+ @dataclasses.dataclass
23
+ class ModelConfig:
24
+ model_name: str
25
+
26
+ # Transformer
27
+ num_layers: int = None # Number of transformer layers.
28
+ hidden_size: int = None # Transformer hidden size.
29
+ ffn_hidden_size: int = None # Transformer Feed-Forward Network hidden size
30
+ num_attention_heads: int = None # Number of transformer attention heads.
31
+ num_query_groups: int = 1 # Number of query groups, which used for GQA
32
+ kv_channels: int = None # Projection weights dimension in multi-head attention
33
+ layernorm_epsilon: float = 1e-6 # Epsilon for layer norm and RMS norm.
34
+ apply_layernorm_1p: bool = False # Adjust LayerNorm weights which improves numerical stability.
35
+ x_rescale_factor: float = 1.0
36
+ half_channel_vae: bool = False
37
+ params_dtype: torch.dtype = None
38
+
39
+ # Embedding
40
+ patch_size: int = 2 # (latent) patch size for DiT patch embedding layer
41
+ t_patch_size: int = 1 # (latent) patch size for t dim patch embedding layer
42
+ in_channels: int = 4 # latent input channel for DiT
43
+ out_channels: int = 4 # latent output channel for DiT
44
+ cond_hidden_ratio: float = 0.25
45
+ caption_channels: int = 4096
46
+ caption_max_length: int = 800
47
+ xattn_cond_hidden_ratio: float = 1.0
48
+ cond_gating_ratio: float = 1.0
49
+ gated_linear_unit: bool = False
50
+
51
+
52
+ @dataclasses.dataclass
53
+ class RuntimeConfig:
54
+ # Inference settings such as cfg, kv range, clean t, etc.
55
+ cfg_number: int = None # Number of CFG
56
+ cfg_t_range: list = dataclasses.field(
57
+ default_factory=lambda: [0, 0.0217, 0.1000, 0.3, 0.999]
58
+ ) # CFG t-range of each scales
59
+ prev_chunk_scales: list = dataclasses.field(
60
+ default_factory=lambda: [1.5, 1.5, 1.5, 1.5, 1.5]
61
+ ) # CFG scales of previous chunks
62
+ text_scales: list = dataclasses.field(default_factory=lambda: [7.5, 7.5, 7.5, 7.5, 7.5]) # CFG scales of text
63
+
64
+ noise2clean_kvrange: list = dataclasses.field(default_factory=list) # Range of kv for noise2clean chunks
65
+ clean_chunk_kvrange: int = -1 # Range of kv for clean chunks
66
+ clean_t: float = 1.0 # timestep for clean chunks
67
+
68
+ # Video settings
69
+ seed: int = 1234 # Random seed used for python, numpy, pytorch, and cuda.
70
+ num_frames: int = 128
71
+ video_size_h: int = None
72
+ video_size_w: int = None
73
+ num_steps: int = 64 # Number of steps for the diffusion model
74
+ window_size: int = 4 # Window size for the diffusion model
75
+ fps: int = 24 # Frames per second
76
+ chunk_width: int = 6 # Clip width for the diffusion model
77
+
78
+ # Checkpoint, includes t5, vae, dit, etc.
79
+ t5_pretrained: str = None # Path to load pretrained T5 model.
80
+ t5_device: str = "cuda" # Device for T5 model to run on.
81
+ vae_pretrained: str = None # Path to load pretrained VAE model.
82
+ scale_factor: float = 0.18215 # Scale factor for the vae
83
+ temporal_downsample_factor: int = 4 # Temporal downsample factor for the vae
84
+ load: str = None # Directory containing a model checkpoint.
85
+
86
+
87
+ @dataclasses.dataclass
88
+ class EngineConfig:
89
+ # Parallism strategy
90
+ distributed_backend: str = "nccl" # Choices: ["nccl", "gloo"]
91
+ distributed_timeout_minutes: int = 10 # Timeout minutes for torch.distributed.
92
+ pp_size: int = 1 # Degree of pipeline model parallelism.
93
+ cp_size: int = 1 # Degree of context parallelism.
94
+ cp_strategy: str = "none" # Choices: ["none", "cp_ulysses", "cp_shuffle_overlap"]
95
+ ulysses_overlap_degree: int = 1 # Overlap degree for Ulysses
96
+
97
+ # Quantization
98
+ fp8_quant: bool = False # Enable 8-bit floating point quantization for model weights.
99
+
100
+ # Distillation
101
+ distill_nearly_clean_chunk_threshold: float = 0.3 # Threshold for distilling nearly clean chunks
102
+ shortcut_mode: str = "8,16,16" # Parameters for shortcut mode
103
+ distill: bool = False # Use distill mode
104
+
105
+ # Optimization
106
+ kv_offload: bool = False # Use kv-offload algorithm
107
+ enable_cuda_graph: bool = False # Enable CUDA graph for video generation
108
+
109
+
110
+ @dataclasses.dataclass
111
+ class MagiConfig:
112
+ model_config: ModelConfig
113
+ runtime_config: RuntimeConfig
114
+ engine_config: EngineConfig
115
+
116
+ @classmethod
117
+ def _check_missing_fields(cls, config_dict: dict, required_fields: list):
118
+ actual_fields = set(config_dict.keys())
119
+ missing_fields = set(required_fields) - actual_fields
120
+ if missing_fields:
121
+ raise ValueError(f"Missing fields in the configuration file: {', '.join(missing_fields)}")
122
+
123
+ @classmethod
124
+ def _create_nested_config(cls, config_dict: dict, config_name: str, config_cls):
125
+ nested_config_dict = config_dict.get(config_name, {})
126
+ cls._check_missing_fields(nested_config_dict, config_cls.__dataclass_fields__.keys())
127
+ return config_cls(**nested_config_dict)
128
+
129
+ @classmethod
130
+ def _create_config_from_dict(cls, config_dict: dict):
131
+ cls._check_missing_fields(config_dict, cls.__dataclass_fields__.keys())
132
+
133
+ # Create nested configs
134
+ model_config = cls._create_nested_config(config_dict, "model_config", ModelConfig)
135
+ runtime_config = cls._create_nested_config(config_dict, "runtime_config", RuntimeConfig)
136
+ engine_config = cls._create_nested_config(config_dict, "engine_config", EngineConfig)
137
+
138
+ return cls(model_config=model_config, runtime_config=runtime_config, engine_config=engine_config)
139
+
140
+ @classmethod
141
+ def from_json(cls, json_path: str):
142
+ def simple_json_decoder(dct):
143
+ dtype_map = {"torch.bfloat16": torch.bfloat16, "torch.float16": torch.float16, "torch.float32": torch.float32}
144
+ if 'params_dtype' in dct:
145
+ dct['params_dtype'] = dtype_map[dct['params_dtype']]
146
+ return dct
147
+
148
+ with open(json_path, "r") as f:
149
+ config_dict = json.load(f, object_hook=simple_json_decoder)
150
+ magi_config = cls._create_config_from_dict(config_dict)
151
+
152
+ def post_validation(magi_config):
153
+ if magi_config.engine_config.fp8_quant or magi_config.engine_config.distill:
154
+ assert (
155
+ magi_config.runtime_config.cfg_number == 1
156
+ ), "Please set `cfg_number: 1` in config.json for distill or quant model"
157
+ else:
158
+ assert magi_config.runtime_config.cfg_number == 3, "Please set `cfg_number: 3` in config.json for base model"
159
+
160
+ post_validation(magi_config)
161
+
162
+ return magi_config
163
+
164
+ def to_json(self, json_path: str):
165
+ class SimpleJSONEncoder(json.JSONEncoder):
166
+ def default(self, obj):
167
+ if isinstance(obj, torch.dtype):
168
+ return str(obj)
169
+ return super().default(obj)
170
+
171
+ # Ensure the directory exists
172
+ os.makedirs(os.path.dirname(json_path), exist_ok=True)
173
+
174
+ config_dict = {
175
+ "model_config": dataclasses.asdict(self.model_config),
176
+ "runtime_config": dataclasses.asdict(self.runtime_config),
177
+ "engine_config": dataclasses.asdict(self.engine_config),
178
+ }
179
+ with open(json_path, "w") as f:
180
+ json.dump(config_dict, f, indent=4, cls=SimpleJSONEncoder)
FlowCache/FlowCache4MAGI-1/inference/common/dataclass.py ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ from dataclasses import dataclass
16
+ from typing import List
17
+
18
+ import numpy as np
19
+ import torch
20
+
21
+
22
+ @dataclass(frozen=True)
23
+ class PackedCoreAttnParams:
24
+ # Packed sequence parameters for core_attn
25
+ q_range: torch.Tensor
26
+ k_range: torch.Tensor
27
+ np_q_range: np.ndarray
28
+ np_k_range: np.ndarray
29
+ max_seqlen_q: int
30
+ max_seqlen_k: int
31
+
32
+
33
+ @dataclass(frozen=True)
34
+ class PackedCrossAttnParams:
35
+ # Packed sequence parameters for cross_attn
36
+ q_ranges: torch.Tensor = None
37
+ kv_ranges: torch.Tensor = None
38
+ cu_seqlens_q: torch.Tensor = None
39
+ cu_seqlens_kv: torch.Tensor = None
40
+ max_seqlen_q: int = None
41
+ max_seqlen_kv: int = None
42
+
43
+
44
+ @dataclass(frozen=True)
45
+ class ModelMetaArgs:
46
+ H: int
47
+ W: int
48
+ cp_pad_size: int
49
+ cp_split_sizes: List[int]
50
+ slice_point: int
51
+ denoising_range_num: int
52
+ range_num: int
53
+ extract_prefix_video_feature: bool
54
+ fwd_extra_1st_chunk: bool
55
+ distill_nearly_clean_chunk: bool
56
+ clip_token_nums: int
57
+ enable_cuda_graph: bool
58
+ core_attn_params: PackedCoreAttnParams
59
+ cross_attn_params: PackedCrossAttnParams
60
+ timestep: torch.Tensor
61
+ get_attn_weights_layer_num: int
62
+ save_kvcache_every_forward: bool
63
+ cur_denoise_step: int
64
+ # Includes all chunks of the current sequence
65
+ start_chunk_id: int
66
+ end_chunk_id: int
67
+ compress_kv: bool # use kv cache compression or not
68
+ total_cache_len: int
69
+ budget_cache_len: int
70
+ chunk_num: int
71
+ debug: bool
72
+ near_clean_chunk_idx: int
73
+
74
+ class InferenceParams:
75
+ """Inference parameters that are passed to the main model in order
76
+ to efficienly calculate and store the context during inference."""
77
+
78
+ def __init__(self, max_batch_size, max_sequence_length):
79
+ self.max_sequence_length = max_sequence_length
80
+ self.max_batch_size = max_batch_size
81
+ self.sequence_len_offset = 0
82
+ self.key_value_memory_dict = {}
83
+ self.update_kv_cache = False
84
+
85
+ self.kv_compressed = False
86
+
87
+ def swap_key_value_dict(self, batch_idx):
88
+ "swap between batches"
89
+ if len(self.key_value_memory_dict) == 0:
90
+ raise ValueError("should not swap when dict in empty")
91
+
92
+ for layer_number in self.key_value_memory_dict.keys():
93
+ inference_key_memory, inference_value_memory = self.key_value_memory_dict[layer_number]
94
+ assert len(batch_idx) == inference_key_memory.shape[1] # make sure batch size is the same
95
+ new_inference_key_memory = inference_key_memory[:, batch_idx]
96
+ new_inference_value_memory = inference_value_memory[:, batch_idx]
97
+ self.key_value_memory_dict[layer_number] = (new_inference_key_memory, new_inference_value_memory)
FlowCache/FlowCache4MAGI-1/inference/common/logger.py ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ import logging
16
+
17
+ import torch
18
+
19
+
20
+ class GlobalLogger:
21
+ _logger = None
22
+
23
+ @classmethod
24
+ def get_logger(cls, name=__name__, level=logging.INFO):
25
+ if cls._logger is None:
26
+ cls._logger = logging.getLogger("magi_logger")
27
+ cls._logger.setLevel(logging.INFO)
28
+
29
+ cls._logger.propagate = False
30
+ cls._logger.handlers.clear()
31
+ formatter = logging.Formatter("[%(asctime)s - %(levelname)s] %(message)s")
32
+ handler = logging.StreamHandler()
33
+ handler.setFormatter(formatter)
34
+ cls._logger.addHandler(handler)
35
+
36
+ return cls._logger
37
+
38
+
39
+ magi_logger = GlobalLogger.get_logger()
40
+
41
+
42
+ def print_per_rank(message):
43
+ magi_logger.info(message)
44
+
45
+
46
+ def print_rank_0(message):
47
+ if torch.distributed.is_initialized():
48
+ if torch.distributed.get_rank() == 0:
49
+ magi_logger.info(message)
50
+ else:
51
+ magi_logger.info(message)
FlowCache/FlowCache4MAGI-1/inference/common/timer.py ADDED
@@ -0,0 +1,85 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ from datetime import datetime
16
+
17
+ import torch
18
+
19
+ from .logger import print_rank_0
20
+
21
+
22
+ class EventPathTimer:
23
+ """
24
+ A lightweight class for recording time without any distributed barrier.
25
+
26
+ This class allows for recording elapsed time between events without requiring
27
+ synchronization across distributed processes. It maintains the previous message
28
+ and time to calculate the duration between consecutive records.
29
+ """
30
+
31
+ def __init__(self):
32
+ """
33
+ Initialize the EventPathTimer.
34
+
35
+ This constructor sets the previous message and time to None, preparing
36
+ the instance for recording events.
37
+ """
38
+ self.prev_message: str = None
39
+ self.prev_time: datetime = None
40
+
41
+ def reset(self):
42
+ """
43
+ Reset the recorded message and time.
44
+
45
+ This method clears the previous message and time, allowing for a fresh
46
+ start in recording new events.
47
+ """
48
+ self.prev_message = None
49
+ self.prev_time = None
50
+
51
+ def synced_record(self, message):
52
+ """
53
+ Record the current time with a message.
54
+
55
+ Args:
56
+ message (str): A message to log along with the current time.
57
+
58
+ This method synchronizes the CUDA operations, records the current time,
59
+ and calculates the elapsed time since the last recorded message, if any.
60
+ It then logs the elapsed time along with the previous and current messages.
61
+ """
62
+ torch.cuda.synchronize()
63
+ current_time = datetime.now()
64
+ if self.prev_message is not None:
65
+ print_rank_0(
66
+ f"\nTime Elapsed: [{current_time - self.prev_time}] From [{self.prev_message} ({self.prev_time})] To [{message} ({current_time})]"
67
+ )
68
+ self.prev_message = message
69
+ self.prev_time = current_time
70
+
71
+
72
+ _GLOBAL_LIGHT_TIMER = EventPathTimer()
73
+
74
+
75
+ def event_path_timer() -> EventPathTimer:
76
+ """Get the current EventPathTimer instance.
77
+
78
+ Returns:
79
+ EventPathTimer: The current EventPathTimer instance.
80
+
81
+ Raises:
82
+ AssertionError: If the EventPathTimer has not been initialized.
83
+ """
84
+ assert _GLOBAL_LIGHT_TIMER is not None, "light time recorder is not initialized"
85
+ return _GLOBAL_LIGHT_TIMER
FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/__init__.py ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ from .checkpointing import load_checkpoint
16
+
17
+ __all__ = ["load_checkpoint"]
FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/__pycache__/__init__.cpython-310.pyc ADDED
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FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/__pycache__/__init__.cpython-312.pyc ADDED
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FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/__pycache__/checkpointing.cpython-310.pyc ADDED
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FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/__pycache__/checkpointing.cpython-312.pyc ADDED
Binary file (8.88 kB). View file
 
FlowCache/FlowCache4MAGI-1/inference/infra/checkpoint/checkpointing.py ADDED
@@ -0,0 +1,180 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ import io
16
+ import json
17
+ import os
18
+ import re
19
+ import subprocess
20
+ from collections import OrderedDict
21
+ from concurrent.futures import ThreadPoolExecutor
22
+ from datetime import datetime
23
+
24
+ import numpy as np
25
+ import torch
26
+ import torch.distributed
27
+ from safetensors.torch import load as load_from_bytes
28
+ from safetensors.torch import load_file
29
+ from tqdm.auto import tqdm
30
+
31
+ import inference.infra.distributed.parallel_state as mpu
32
+ from inference.common import EngineConfig, ModelConfig, RuntimeConfig, print_per_rank, print_rank_0
33
+
34
+
35
+ def _load_shard(shard_path, param_names, num_threads=None):
36
+ zstd_path = shard_path + ".zst"
37
+ if os.path.exists(zstd_path):
38
+ start_time = datetime.now()
39
+ print_per_rank(f"Decompressing {zstd_path} with {num_threads} threads")
40
+ cmd = ["zstd", "-d"]
41
+ if num_threads:
42
+ cmd.extend(["-T", str(num_threads)])
43
+
44
+ process = subprocess.Popen(cmd + ["-c", zstd_path], stdout=subprocess.PIPE, stderr=subprocess.PIPE, bufsize=-1)
45
+
46
+ decompressed_data = process.stdout.read()
47
+ process.stdout.close()
48
+
49
+ retcode = process.wait()
50
+ if retcode != 0:
51
+ raise RuntimeError(f"Decompression failed: {process.stderr.read().decode()}")
52
+ print_per_rank(
53
+ f"Decompressed {zstd_path} with {num_threads} threads, duration: {(datetime.now() - start_time).total_seconds()}s"
54
+ )
55
+
56
+ buffer = io.BytesIO(decompressed_data)
57
+ start_time = datetime.now()
58
+ print_per_rank(f"Loading {shard_path} from zstd file, start time: {start_time}")
59
+ weights = load_from_bytes(buffer.getvalue())
60
+ print_per_rank(f"Loaded {shard_path} from zstd file, duration: {(datetime.now() - start_time).total_seconds()}s")
61
+ buffer.close()
62
+ else:
63
+ weights = load_file(shard_path)
64
+
65
+ return {name: weights[name] for name in param_names}
66
+
67
+
68
+ def load_sharded_safetensors_parallel_with_progress(checkpoint_dir):
69
+ index_path = os.path.join(checkpoint_dir, "model.safetensors.index.json")
70
+ if not os.path.exists(index_path):
71
+ model_file_path = os.path.join(checkpoint_dir, "model.safetensors")
72
+ state_dict = load_file(model_file_path)
73
+ return state_dict
74
+
75
+ with open(index_path, "r") as f:
76
+ index = json.load(f)
77
+
78
+ state_dict = {}
79
+ shard_map = {}
80
+
81
+ # Group parameters by shard file
82
+ for param_name, shard_file in index["weight_map"].items():
83
+ shard_path = os.path.join(checkpoint_dir, shard_file)
84
+ if shard_path not in shard_map:
85
+ shard_map[shard_path] = []
86
+ shard_map[shard_path].append(param_name)
87
+
88
+ # Load shards in parallel with a progress bar
89
+ with ThreadPoolExecutor() as executor:
90
+ futures = {
91
+ executor.submit(_load_shard, shard_path, param_names): shard_path for shard_path, param_names in shard_map.items()
92
+ }
93
+ pbar = tqdm(futures, desc="Loading shards", total=len(futures))
94
+ for future in pbar:
95
+ result = future.result()
96
+ state_dict.update(result)
97
+
98
+ return state_dict
99
+
100
+
101
+ def unwrap_model(model):
102
+ return_list = True
103
+ if not isinstance(model, list):
104
+ model = [model]
105
+ return_list = False
106
+ unwrapped_model = []
107
+ for model_module in model:
108
+ while hasattr(model_module, "module"):
109
+ model_module = model_module.module
110
+ unwrapped_model.append(model_module)
111
+ if not return_list:
112
+ return unwrapped_model[0]
113
+ return unwrapped_model
114
+
115
+
116
+ def _split_state_dict_for_pp(weight_dict: OrderedDict, model_config: ModelConfig):
117
+ num_layers = model_config.num_layers
118
+ partition = mpu.get_pp_world_size()
119
+
120
+ ## use partition and num_layers to get current rank layer order
121
+ layers_for_each_stage = np.array_split(range(num_layers), partition)
122
+ current_stage = mpu.get_pp_rank()
123
+ allow_layer_num = layers_for_each_stage[current_stage]
124
+ layer_offset = allow_layer_num[0]
125
+ new_weight_dict = {}
126
+ for k, v in weight_dict.items():
127
+ if "videodit_blocks.layers" in k:
128
+ layer_num = int(re.search(r"videodit_blocks\.layers\.(\d+)", k).group(1))
129
+ if layer_num not in allow_layer_num:
130
+ continue
131
+ ## replace the old key name by new layer number
132
+ new_layer_num = layer_num - layer_offset
133
+ new_k = k.replace(f"videodit_blocks.layers.{layer_num}", f"videodit_blocks.layers.{new_layer_num}")
134
+ new_weight_dict[new_k] = v
135
+ else:
136
+ new_weight_dict[k] = v
137
+ return new_weight_dict
138
+
139
+
140
+ def load_state_dict(runtime_config: RuntimeConfig, engine_config: EngineConfig):
141
+ load_dir = runtime_config.load
142
+
143
+ default_subdir = "inference_weight"
144
+ if engine_config.fp8_quant:
145
+ default_subdir = f"{default_subdir}.fp8"
146
+ if engine_config.distill:
147
+ default_subdir = f"{default_subdir}.distill"
148
+ inference_weight_dir = os.path.join(load_dir, default_subdir)
149
+
150
+ print_rank_0(f"load {default_subdir} weight from {inference_weight_dir}")
151
+ assert (
152
+ os.path.exists(inference_weight_dir) and len(os.listdir(inference_weight_dir)) > 0
153
+ ), f"Ckpt directory {inference_weight_dir} does not exist or empty. If you are using fp8_quant, please run calibration first."
154
+ state_dict = load_sharded_safetensors_parallel_with_progress(inference_weight_dir)
155
+ return state_dict
156
+
157
+
158
+ def load_checkpoint(model):
159
+ state_dict = load_state_dict(model.runtime_config, model.engine_config)
160
+
161
+ model = unwrap_model(model)
162
+ # if we use pipeline parallelism, we need to load the state dict for each stage
163
+ # as it always record layer from 0 -> num_layers//pipeline_parallel_size
164
+ # so we need to choose correct layer weight when load_state_dict
165
+ if mpu.get_pp_world_size() > 1:
166
+ state_dict = _split_state_dict_for_pp(state_dict, model.model_config)
167
+
168
+ missing_keys, unexpected_keys = model.load_state_dict(state_dict, strict=False, assign=True)
169
+ model.cuda(torch.cuda.current_device()) # bottleneck for loading
170
+
171
+ if mpu.get_pp_world_size() > 1:
172
+ rank_msg = f"CP_rank={mpu.get_cp_rank()} PP_rank={mpu.get_pp_rank()}"
173
+ print_per_rank(
174
+ f"""[{rank_msg}] Load Weight Missing Keys: {missing_keys} Load Weight Unexpected Keys: {unexpected_keys} You should see message [missing fianl layer norm weight] except the final pipeline stage"""
175
+ )
176
+ else:
177
+ print_rank_0(f"Load Weight Missing Keys: {missing_keys}")
178
+ print_rank_0(f"Load Weight Unexpected Keys: {unexpected_keys}")
179
+
180
+ return model
FlowCache/FlowCache4MAGI-1/inference/infra/distributed/__init__.py ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (c) 2025 SandAI. All Rights Reserved.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ from .dist_utils import dist_init, get_device, get_world_size, is_last_rank, is_last_tp_cp_rank
16
+ from .parallel_state import (
17
+ destroy_model_parallel,
18
+ get_cp_group,
19
+ get_cp_rank,
20
+ get_cp_world_size,
21
+ get_dp_group,
22
+ get_dp_group_gloo,
23
+ get_dp_rank,
24
+ get_dp_world_size,
25
+ get_pipeline_model_parallel_first_rank,
26
+ get_pipeline_model_parallel_last_rank,
27
+ get_pipeline_model_parallel_next_rank,
28
+ get_pipeline_model_parallel_prev_rank,
29
+ get_pp_group,
30
+ get_pp_rank,
31
+ get_pp_world_size,
32
+ get_tensor_model_parallel_last_rank,
33
+ get_tensor_model_parallel_ranks,
34
+ get_tensor_model_parallel_src_rank,
35
+ get_tp_group,
36
+ get_tp_rank,
37
+ get_tp_world_size,
38
+ is_initialized,
39
+ is_pipeline_first_stage,
40
+ is_pipeline_last_stage,
41
+ )
42
+
43
+ __all__ = [
44
+ "dist_init",
45
+ "is_initialized",
46
+ "get_tp_group",
47
+ "get_pp_group",
48
+ "get_dp_group",
49
+ "get_dp_group_gloo",
50
+ "get_cp_group",
51
+ "get_tp_world_size",
52
+ "get_pp_world_size",
53
+ "get_dp_world_size",
54
+ "get_cp_world_size",
55
+ "get_tp_rank",
56
+ "get_pp_rank",
57
+ "get_dp_rank",
58
+ "get_cp_rank",
59
+ "is_pipeline_first_stage",
60
+ "is_pipeline_last_stage",
61
+ "get_tensor_model_parallel_src_rank",
62
+ "get_tensor_model_parallel_ranks",
63
+ "get_tensor_model_parallel_last_rank",
64
+ "get_pipeline_model_parallel_first_rank",
65
+ "get_pipeline_model_parallel_last_rank",
66
+ "get_pipeline_model_parallel_next_rank",
67
+ "get_pipeline_model_parallel_prev_rank",
68
+ "destroy_model_parallel",
69
+ "is_last_rank",
70
+ "is_last_tp_cp_rank",
71
+ "get_world_size",
72
+ "get_device",
73
+ ]
FlowCache/FlowCache4MAGI-1/inference/infra/distributed/__pycache__/__init__.cpython-310.pyc ADDED
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