From 180b9adceba07ef95c75c39b3a63d11718e70190 Mon Sep 17 00:00:00 2001 From: Junjie Bai Date: Fri, 1 Sep 2023 20:30:17 +0000 Subject: [PATCH 1/6] Add client docs for using fully managed sdxl endpoint --- advanced/sdxl/README.md | 69 +++++++++++++++++++++++++++++++++++++++-- 1 file changed, 67 insertions(+), 2 deletions(-) diff --git a/advanced/sdxl/README.md b/advanced/sdxl/README.md index 6db6e2c..9c24396 100644 --- a/advanced/sdxl/README.md +++ b/advanced/sdxl/README.md @@ -8,6 +8,72 @@ There are two ways to access SDXL model: Lepton provides the SDXL model as a fully managed api endpoints at https://sdxl.lepton.run. Users can easily use the lepton Python client or existing https request tool to generate high resolution realistic images right away. +Creating the client: +```python +from leptonai.client import Client + +API_URL = "https://sdxl.lepton.run" +TOKEN = "YOUR_TOKEN_HERE" + +c = Client(API_URL, token=TOKEN) +``` + +Text to Image: +```python +prompt = "A cat launching rockets into space" +seed = 1234 +image_bytes = c.txt2img(prompt=prompt, seed=seed) +with open("txt2img_prompt.png", "wb") as f: + f.write(image_bytes) +``` + +Text to Image (with refiner): +```python +prompt = "A cat launching rockets into space" +seed = 1234 +image_bytes = c.txt2img(prompt=prompt, seed=seed, use_refiner=True) +with open("txt2img_prompt_refiner.png", "wb") as f: + f.write(image_bytes) +``` + +Inpaint +```python +img_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo.png" +mask_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo_mask.png" +prompt = "A happy cat sitting on a bench" +seed = 1234 + + +# Directly using urls to pass images +image_bytes = c.inpaint(image=img_url, mask_image=mask_url, prompt=prompt, seed=seed) +with open("inpaint_url.png", "wb") as f: + f.write(image_bytes) + +# Or use FileParam to send image files: +img_content = requests.get(img_url).content +mask_content = requests.get(mask_url).content +image_bytes = c.inpaint( + image=FileParam(img_content), + mask_image=FileParam(mask_content), + prompt=prompt, + seed=seed, +) +with open("inpaint_file_param.png", "wb") as f: + f.write(image_bytes) + +# Or use base64 to encode image files: +img_content = requests.get(img_url).content +mask_content = requests.get(mask_url).content +image_bytes = c.inpaint( + image=base64.b64encode(img_content).decode("ascii"), + mask_image=base64.b64encode(mask_content).decode("ascii"), + prompt=prompt, + seed=seed, +) +with open("inpaint_base64.png", "wb") as f: + f.write(image_bytes) +``` + ## Dedicated SDXL inference service If fully managed api does not fit your use case, you can also easily launch a dedicated SDXL model inference service on Lepton platform. @@ -47,8 +113,7 @@ Once the inference service is up (either locally or in the cloud), you can use t ```python from leptonai.client import Client -SERVICE_URL = "https://sdxl.lepton.run" # if use fully managed api -# SERVICE_URL = "http://localhost:8080" # if run locally +SERVICE_URL = "http://localhost:8080" # if run locally # SERVICE_URL = "DEPLOYMENT URL shown on Lepton Cloud Platform" # if run on the Lepton Cloud Platform c = Client(SERVICE_URL) From 2bcabb30e892ee6bc5acb195e4990730ef5cd8cb Mon Sep 17 00:00:00 2001 From: Junjie Bai Date: Fri, 1 Sep 2023 20:51:28 +0000 Subject: [PATCH 2/6] Add images and missing imports --- advanced/sdxl/README.md | 12 ++++++++++-- advanced/sdxl/assets/inpaint.png | Bin 0 -> 1203637 bytes advanced/sdxl/assets/txt2img.png | Bin 0 -> 1252697 bytes 3 files changed, 10 insertions(+), 2 deletions(-) create mode 100644 advanced/sdxl/assets/inpaint.png create mode 100644 advanced/sdxl/assets/txt2img.png diff --git a/advanced/sdxl/README.md b/advanced/sdxl/README.md index 9c24396..3f9faea 100644 --- a/advanced/sdxl/README.md +++ b/advanced/sdxl/README.md @@ -20,7 +20,7 @@ c = Client(API_URL, token=TOKEN) Text to Image: ```python -prompt = "A cat launching rockets into space" +prompt = "A cat launching rocket" seed = 1234 image_bytes = c.txt2img(prompt=prompt, seed=seed) with open("txt2img_prompt.png", "wb") as f: @@ -29,15 +29,22 @@ with open("txt2img_prompt.png", "wb") as f: Text to Image (with refiner): ```python -prompt = "A cat launching rockets into space" +prompt = "A cat launching rocket" seed = 1234 image_bytes = c.txt2img(prompt=prompt, seed=seed, use_refiner=True) with open("txt2img_prompt_refiner.png", "wb") as f: f.write(image_bytes) ``` + Inpaint ```python +import base64 +import requests + +from leptonai.photon import FileParam + + img_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo.png" mask_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo_mask.png" prompt = "A happy cat sitting on a bench" @@ -73,6 +80,7 @@ image_bytes = c.inpaint( with open("inpaint_base64.png", "wb") as f: f.write(image_bytes) ``` + ## Dedicated SDXL inference service diff --git a/advanced/sdxl/assets/inpaint.png b/advanced/sdxl/assets/inpaint.png new file mode 100644 index 0000000000000000000000000000000000000000..042f01578af58044858a888a994abc8e50920f45 GIT binary patch literal 1203637 zcmV(>K-j;DP)vS4ori0reMprzV# zBFjt=(KoCH0tDI|e`QI8&99}Di`TZLNF`4E2bnTCC+?EqS&rB8+`L=Uww$Z-r8Dg( zY0yrpeCp+kb@PUw@1_m^=R&D;Af`|28?EV7$3V77qGk~tk`NIa(ffA!uqBZ6JUJ?< 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ztR*xf+))SHafcieEB{UI?SrJ3FZ~Io=K7b@&_MemM*6^n?a;B5V9-Lxttn{WrLRV0 zeK*!uRKlN2m1FD6ELn`P&~gi41kD{(tfF5w8z6jd{+ui-E(W4H0o{S-prN2^si>WI zO11IH3B=9HnsaKW*x#C%-sguLj|hpJ28(9(9!Zh;osk4WgZcmUkKFt^p6Ji1e|2ff ziuUkyUN0p>FKbIL8>t5#Ht+)x6%oBEbX8PHR7CfxxYV`lQsR;VA|g^EB9#%vR{x(H doL#LQZ2kWKZ)o{>dXg}HH6^WEWeWG7{2y6UqALIZ literal 0 HcmV?d00001 From 357ae981fe8d12f22a76dde38e3bd75f428f330d Mon Sep 17 00:00:00 2001 From: Junjie Bai Date: Fri, 1 Sep 2023 20:59:06 +0000 Subject: [PATCH 5/6] format --- advanced/sdxl/README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/advanced/sdxl/README.md b/advanced/sdxl/README.md index 747628e..76abbef 100644 --- a/advanced/sdxl/README.md +++ b/advanced/sdxl/README.md @@ -81,12 +81,15 @@ with open("inpaint_base64.png", "wb") as f: f.write(image_bytes) ``` Image: + Mask: + Result: + ## Dedicated SDXL inference service From ff6998717116c9ffc97c5efee4c928df67588599 Mon Sep 17 00:00:00 2001 From: Junjie Bai Date: Fri, 1 Sep 2023 21:14:27 +0000 Subject: [PATCH 6/6] update images --- advanced/sdxl/README.md | 4 ++-- advanced/sdxl/assets/inpaint.png | Bin 1203637 -> 1201245 bytes 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/advanced/sdxl/README.md b/advanced/sdxl/README.md index 76abbef..e08247f 100644 --- a/advanced/sdxl/README.md +++ b/advanced/sdxl/README.md @@ -47,8 +47,8 @@ from leptonai.photon import FileParam img_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo.png" mask_url = "https://raw.githubusercontent.com/CompVis/latent-diffusion/main/data/inpainting_examples/overture-creations-5sI6fQgYIuo_mask.png" -prompt = "A happy cat sitting on a bench" -seed = 1234 +prompt = "Mickey mouse sitting on a bench" +seed = 2236 # Directly using urls to pass images diff --git a/advanced/sdxl/assets/inpaint.png b/advanced/sdxl/assets/inpaint.png index 042f01578af58044858a888a994abc8e50920f45..6c70c25c8197017345b6e4ed1324eed28cfe5c73 100644 GIT binary patch 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