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@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 images/stellar-diffusion.png filter=lfs diff=lfs merge=lfs -text
+images/stellar-diffusion-comp-styles.png filter=lfs diff=lfs merge=lfs -text
+images/stellar-diffusion-comp-simple.png filter=lfs diff=lfs merge=lfs -text
+images/stellar-diffusion-comp-nebulas.png filter=lfs diff=lfs merge=lfs -text
+images/stellar-diffusion-comp-hard.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -9,8 +9,8 @@ tags:
 
 # Stellar Diffusion
 
-Stellar Diffusion v0.1 vs Base Stable Diffusion v1.5
-![Galaxy - Stellar Diffusion](images/galaxy_std.png) ![Galaxy - Stable Diffusion](images/galaxy_sd.png)
+Stellar Diffusion v0.2 vs Base Stable Diffusion v1.5
+![Galaxy - Stellar Diffusion](images/o7_11.png) ![Galaxy - Stable Diffusion](images/galaxy_sd.png)
 ```
 prompt = A hubble photograph of a galaxy
 seed = 42
@@ -18,53 +18,59 @@ size = 512x512
 ```
 
 
-Version: 0.1
+Version: 0.2 (Nebula)
 
 Stable Diffusion 1.5 finetuned on high quality processed space imagery.
 
 ---
-# Example Results
 
-![Barred Spiral - Stellar Diffusion](images/barredspiral.png)
-```
-prompt = A barred spiral galaxy
-seed = 44
-size = 512x512
-```
+# Python Usage
 
-![Bright Constellation - Stellar Diffusion](images/brightconstellation.png)
-```
-prompt = bright, constellation, hubble, clouds
-seed = 42
-size = 512x512
-```
+```py
+from diffusers import StableDiffusionPipeline
+import torch
 
-![Nebula - Stellar Diffusion](images/nebula.png)
-```
-prompt = a hubble photograph of a nebula
-seed = 42
-size = 512x512
-```
+model_id = "rexwang8/stellar-diffusion"
+pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
+pipe = pipe.to("cuda")
 
-![NGC 7714 - Stellar Diffusion](images/ngc7714.png)
-```
-prompt = ngc 7714
-seed = 42
-size = 512x512
+prompt = "A hubble photograph of a galaxy"
+image = pipe(prompt).images[0]  
+    
+image.save("hubble_galaxy.png")
 ```
 
+---
+# Example Results
+
+![Stellar Diffusion](images/stellar-diffusion-comp-simple.png)
+
+![Stellar Diffusion](images/stellar-diffusion-comp-hard.png)
+
+![Stellar Diffusion](images/stellar-diffusion-comp-nebulas.png)
+
+![Stellar Diffusion](images/stellar-diffusion-comp-styles.png)
+
+
 ---
 
 # Suggested parameters
 
 512x512
 
+Place subjects and styles at the very front, roll a few times if you don't get the results you want.
+
+Great - Nebulas, Galaxies
+
+Good - Black holes, Pulsars, Comets, Jupiter
+
+Decent - All other solar system planets
+
 ---
 
 # Reconized Tags
 
 All reconized tags can be found in the tags.txt file. They are generated from the annotated descriptions of the photograph.
-Current Dataset is small and is poor at generating exact celestial bodies, but is better at generating common generic bodies like nebula, galaxies etc.
 
 ### Partial support for scientific celestial body tags as follows:
 
@@ -82,23 +88,7 @@ By Color
 
 By Celestial Body type
 
-# Python Usage
-
-```py
-from diffusers import StableDiffusionPipeline
-import torch
 
-model_id = "rexwang8/stellar-diffusion"
-pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
-pipe = pipe.to("cuda")
-
-prompt = "A hubble photograph of a galaxy"
-image = pipe(prompt).images[0]  
-    
-image.save("hubble_galaxy.png")
-```
-
----
 
 # Dataset and Credits
 
@@ -110,33 +100,22 @@ RunwayML for their SD 1.5
 
 ### Compute
 
-Coreweave - 2x A40s
+Coreweave - 2x A40s (~3 A40 hours)
 
 ### Dataset
 
 91 of the 100 images from https://esahubble.org/ Top 100 Hubble Images
 ESA/Hubble
 
----
+~100 additional images from ESA/Hubble and ~10 images from ESA/Webb
 
-# Planned
+~50 additional images from images.nasa.gov
 
-Expansion of dataset to include:
-
-Solar system
-
-Asteroids
-
-More star types
-
-Black holes
-
-Exo planets
-
-More data in general
 
 ---
 
 # Version History
 
+V0.2 (Codename: Galaxy) - 264 image dataset
+
 V0.1 - 91 image dataset

safety_checker/config.json

@@ -0,0 +1,181 @@
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+    "StableDiffusionSafetyChecker"
+  ],
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+  }
+}

tags.txt

@@ -1,281 +1,457 @@
-hubble: 81
-space: 65
-red: 63
-hubble space telescope: 62
-star: 61
-nasa: 56
-esa: 56
-galaxy: 53
-gas: 37
-constellation: 36
-dust: 35
-galaxies: 32
-spiral: 29
-bright: 29
-earth: 28
-cloud: 27
-nebula: 26
-young: 22
-glow: 22
-blue: 20
-clouds: 20
-milky way: 19
-spiral galaxy: 18
-wide field camera 3: 18
-disc: 17
-sun: 17
-dark: 16
-planetary: 16
-hydrogen: 15
-star formation: 15
-infrared: 12
-advanced camera for surveys: 12
-glowing: 12
-elliptical: 11
-radiation: 11
-wfc3: 11
-gravitation: 10
-star forming: 10
-star cluster: 9
-arc: 9
-messier: 9
-ultraviolet: 9
-globular cluster: 8
-globular clusters: 8
-supernova: 8
-eso: 8
-merge: 7
-green: 7
-planetary nebula: 7
-starburst: 7
-moon: 6
-barred spiral galaxy: 6
-dust lane: 6
-acs: 6
-black hole: 6
-turbulent: 6
-atmosphere: 6
-dust lanes: 5
-star clusters: 5
-carina: 5
-comet: 5
-aging: 5
-reddish: 5
-hunter: 5
-galaxy cluster: 5
-pillar: 5
-large magellanic cloud: 5
-saturn: 5
-orange: 4
-halo: 4
-nebulae: 4
-orion: 4
-pink: 4
-collection: 4
-starburst galaxy: 4
-solar system: 4
-stellar nursery: 4
-coma berenices: 3
-colliding: 3
-supermassive: 3
-supermassive black hole: 3
-satellite: 3
-planetary nebulae: 3
-tilt: 3
-white dwarf: 3
-tint: 3
-hubble servicing mission: 3
-stellar wind: 3
-great red spot: 3
-tendril: 3
-tendrils: 3
-carina nebula: 3
-deep field: 2
-pinwheel: 2
-draco: 2
-puppis: 2
-lepus: 2
-small magellanic cloud: 2
-satellite galaxy: 2
-filaments: 2
-filament: 2
-web: 2
-lacy: 2
-pegasus: 2
-twins: 2
-tinted: 2
-arcs: 2
-grand: 2
-hidden treasures: 2
-stellar winds: 2
-voyager: 2
-supernovae: 2
-dorado: 2
-white dwarfs: 2
-variable star: 2
-variable: 2
-ngc 6302: 2
-butterfly nebula: 2
-butterfly: 2
-virgo: 2
-cetus: 2
-eagle nebula: 2
-tarantula nebula: 2
-crab nebula: 2
-crab: 2
-thread: 2
-ngc4826: 1
-black eye: 1
-evil eye: 1
-ngc 1672: 1
-ugc 10214: 1
-3b: 1
-hubble deep field: 1
-tadpole: 1
-ngc 2525: 1
-ngc2525: 1
-messier 79: 1
-messier'€™s: 1
-ngc 346: 1
-smc: 1
-ngc 7049: 1
-indus: 1
-pn m2: 1
-m2: 1
-twin jet nebula: 1
-bipolar planetary nebula: 1
-outburst: 1
-binary: 1
-binary system: 1
-ngc 3717: 1
-hydra: 1
-sea serpent: 1
-ngc 7331: 1
-winged horse: 1
-whirlpool: 1
-ngc 2841: 1
-horsehead nebula: 1
-horsehead: 1
-barnard: 1
-m81: 1
-1993j: 1
-messier 94: 1
-ngc 2371: 1
-galaxy clusters: 1
-brightest cluster galaxy: 1
-bcg: 1
-sloan digital sky survey: 1
-sdss j1156+1911: 1
-greenish: 1
-ngc 7320: 1
-7318a: 1
-7318b: 1
-natal cloud: 1
-n90: 1
-messier 106: 1
-ic 418: 1
-ngc 3201: 1
-ngc 7635: 1
-ic 10: 1
-ugca 193: 1
-sextans: 1
-sextant: 1
-abell 1703: 1
-westerlund 2: 1
-022058s: 1
-einstein rings: 1
-einstein ring: 1
-molten ring: 1
-new horizons: 1
-spacecraft: 1
-turbulence: 1
-m74: 1
-eso 510: 1
-eso 381: 1
-ngc 2022: 1
-ngc 4038: 1
-antennae: 1
-antennae galaxies: 1
-ngc 1792: 1
-ngc 5866: 1
-ngc 2264: 1
-m16: 1
-cone nebula: 1
-europa: 1
-ngc 1805: 1
-n11: 1
-messier 57: 1
-variable stars: 1
-rs puppis: 1
-cepheid: 1
-cepheid variable: 1
-north pole: 1
-auroras: 1
-hh 901: 1
-ngc 1052: 1
-ngc 6960: 1
-ngc 4621: 1
-messier 59: 1
-virgin: 1
-ngc 3256: 1
-outer planet atmospheres legacy: 1
-opal: 1
-messier 77: 1
-pinwheeling: 1
-pillars of creation: 1
-ngc 4676: 1
-mice: 1
-v838 monocerotis: 1
-v838 mon: 1
-ngc 1015: 1
-black holes: 1
-whale: 1
-catherine wheel: 1
-ngc 1512: 1
-ngc 3603: 1
-ngc 3372: 1
-keyhole nebula: 1
-ngc 1999: 1
-alpha centauri: 1
-ag carinae: 1
-remnants: 1
-ngc 2008: 1
-pictor: 1
-spiralling: 1
-collections: 1
-ngc 6217: 1
-ursa major: 1
-ngc 2174: 1
-monkey head nebula: 1
-1980s: 1
-uranus: 1
-ionosphere: 1
-space telescope imaging spectrograph: 1
-stis: 1
-canis major: 1
-messier 100: 1
-messier 104: 1
-m104: 1
-sombrero galaxy: 1
-sombrero: 1
-photogenic: 1
-ngc 1316: 1
-ngc 1300: 1
-turquoise: 1
-archival pure parallel project: 1
-appp: 1
-afgl 5180: 1
-ngc 1866: 1
-ngc 1275: 1
-threads: 1
-elliptical central cluster galaxy: 1
-m61: 1
-european southern observatory: 1
-ngc 5128: 1
-centaurus a: 1
-bug nebula: 1
-hourglass: 1
-ngc 7714: 1
-lagoon nebula: 1
-messier 82: 1
-m82: 1
+number of tags: 453
+total mentions: 4255
+
+
+io                   199
+mag                  185
+nasa                 160
+hubble               152
+space                151
+star                 148
+red                  138
+hubble space telescope 115
+esa                  110
+galaxy               95
+gas                  87
+bright               74
+dust                 74
+constellation        71
+earth                68
+nebula               63
+cloud                61
+galaxies             61
+spiral               56
+blue                 52
+sun                  49
+glow                 49
+disc                 47
+young                46
+clouds               42
+dark                 40
+spiral galaxy        40
+milky way            38
+hydrogen             35
+iss                  34
+ultraviolet          33
+arc                  32
+radiation            31
+star formation       31
+planetary            31
+infrared             30
+black hole           27
+star forming         27
+glowing              27
+advanced camera for surveys 26
+solar                26
+green                25
+wide field camera 3  25
+supernova            23
+eso                  21
+orbit                21
+spiral arm           20
+wavelength           18
+moon                 17
+spacecraft           17
+magellan             16
+messier              16
+star cluster         15
+ice                  15
+elliptical           15
+web                  14
+planetary nebula     14
+supermassive         14
+supermassive black hole 14
+saturn               14
+pillar               13
+wavelengths          13
+gravitation          13
+filament             13
+atmosphere           12
+wfc3                 12
+carina               12
+jupiter              12
+orange               11
+aging                11
+birth                11
+merge                11
+wise                 11
+dwarf                11
+solar system         10
+solar dynamics observatory 10
+nebulae              10
+stellar wind         10
+filaments            10
+orion                10
+barred spiral galaxy 10
+comet                10
+artist concept       10
+acs                  9
+voyager              9
+supernovae           8
+starburst            8
+carina nebula        8
+hidden treasures     8
+turbulent            7
+planetary nebulae    7
+corona               7
+stellar nursery      7
+large magellanic cloud 7
+black holes          7
+pink                 7
+globular cluster     7
+globular clusters    7
+collection           7
+galileo              7
+mars                 7
+x-ray                6
+mons                 6
+sagittarius          6
+sdo                  6
+coronal              6
+stellar winds        6
+star clusters        6
+storm                6
+white dwarf          6
+dust lane            6
+galaxy cluster       6
+particle             6
+particles            6
+hunter               6
+variable             6
+spitzer              6
+halo                 5
+polar                5
+horsehead nebula     5
+horsehead            5
+grand                5
+small magellanic cloud 5
+starburst galaxy     5
+reddish              5
+dust lanes           5
+virgo                5
+chandra              4
+pluto                4
+new horizons         4
+glows                4
+orbits               4
+supermassive black holes 4
+europe               4
+european             4
+mosaic               4
+eagle nebula         4
+satellite            4
+arcs                 4
+thread               4
+charged particles    4
+norma                4
+great red spot       4
+ursa major           4
+variable star        4
+outburst             4
+binary               4
+keyhole nebula       4
+quasar               4
+uranus               4
+coronal hole         4
+tendril              3
+tendrils             3
+hst                  3
+M17                  3
+swan nebula          3
+NGC 3324             3
+terra                3
+colliding            3
+north pole           3
+tilt                 3
+rhea                 3
+barnard              3
+coma berenices       3
+dorado               3
+tarantula nebula     3
+whirlpool            3
+NGC 346              3
+smc                  3
+crab nebula          3
+crab                 3
+tint                 3
+hubble servicing mission 3
+asteroid             3
+supernova remnant    3
+cetus                3
+pinwheel             3
+variable stars       3
+pillars of creation  3
+westerlund 2         3
+comets               3
+cassini              3
+neptune              3
+Messiers             3
+venus                3
+death                3
+nustar               3
+local group          3
+exploding            3
+chandra x-ray observatory 2
+NGC 2264             2
+cone nebula          2
+monoceros            2
+gamma rays           2
+field lines          2
+coronal mass ejection 2
+cme                  2
+eruption             2
+lro                  2
+lola                 2
+hourglass            2
+european southern observatory 2
+satellite galaxy     2
+Messier 82           2
+M74                  2
+draco                2
+lacy                 2
+threads              2
+indus                2
+NGC 6302             2
+butterfly nebula     2
+butterfly            2
+pegasus              2
+lagoon nebula        2
+remnants             2
+taurus               2
+pinwheeling          2
+puppis               2
+cepheid              2
+cepheid variable     2
+andromeda            2
+andromeda galaxy     2
+binary system        2
+ag carinae           2
+NGC 3372             2
+lepus                2
+syrtis major         2
+tharsis              2
+mercury              2
+asteroid belt        2
+great bear           2
+galaxy clusters      2
+virgin               2
+alma                 2
+tinted               2
+white dwarfs         2
+twins                2
+hydra                2
+collections          2
+cxo                  1
+omega nebula         1
+000K                 1
+NGC 6818             1
+glowing cloud        1
+glowing clouds       1
+little gem nebula    1
+long range reconnaissance imager 1
+lorri                1
+lroc                 1
+neutron stars        1
+neutron star         1
+lunar orbiter laser altimeter 1
+IC 434               1
+NGC 4676             1
+mice                 1
+M16                  1
+Messier 17           1
+3D                   1
+000C                 1
+deep field           1
+N11                  1
+volcanic             1
+v838 monocerotis     1
+v838 mon             1
+M51                  1
+NGC 5194             1
+M82                  1
+N90                  1
+NGC 2440             1
+NGC 1672             1
+NGC 3603             1
+abell 1703           1
+NGC 1275             1
+elliptical central cluster galaxy 1
+NGC 7049             1
+bug nebula           1
+NGC 7320             1
+7318A                1
+7318B                1
+natal cloud          1
+turbulence           1
+NGC 6217             1
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