diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..2a37cb9260d27c046161741d6a61f1178bf230f9 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +training/*.jpg filter=lfs diff=lfs merge=lfs -text diff --git a/scripts/generate_dataset.py b/scripts/generate_dataset.py index dc22a345f648d900154e8c79720173f695ce3aa5..944c0ce5c87da6f5dfb26ec24a3f936c650661ad 100644 --- a/scripts/generate_dataset.py +++ b/scripts/generate_dataset.py @@ -1,8 +1,9 @@ """ NumZoo training dataset generator. -Generates LoRA training images matching the NumZoo aesthetic using FLUX.2-dev +Generates LoRA training images matching the NumZoo aesthetic using Qwen-Image via the HuggingFace Inference API (fal-ai provider, billed to your HF Pro credits). +(Qwen-Image beat FLUX.1-dev on multi-animal accuracy; FLUX.2-dev is edit-only.) Alignment with the live app is guaranteed by construction: - The "A cute {animals} {places}" prefix is built with image_generator.build_subject @@ -18,10 +19,9 @@ Requirements: ~/miniforge3/bin/pip install huggingface_hub pillow python-dotenv Setup (HF Pro — just your existing token): - 1. Accept the FLUX.2-dev license: https://huggingface.co/black-forest-labs/FLUX.2-dev - 2. Get an HF token (fine-grained, "Make calls to Inference Providers" permission) - https://huggingface.co/settings/tokens - 3. Add to .env: HF_TOKEN=hf_... + 1. Get an HF token (fine-grained, "Make calls to Inference Providers" permission) + https://huggingface.co/settings/tokens/new?ownUserPermissions=inference.serverless.write&tokenType=fineGrained + 2. Add to .env: HF_TOKEN=hf_... Usage: ~/miniforge3/bin/python3 scripts/generate_dataset.py # all scenes @@ -141,40 +141,43 @@ PROMPTS: list[tuple[str, str]] = [ ] # --------------------------------------------------------------------------- -# Generator using FLUX.2-dev via HuggingFace Inference API +# Generator using Qwen-Image via HuggingFace Inference API (fal-ai provider) # --------------------------------------------------------------------------- +# Qwen-Image chosen over FLUX.1-dev: far better at rendering DISTINCT animals in +# multi-animal scenes (critical — the app lets players pick up to 3), and a +# softer painterly storybook style closer to the NumZoo references. +# Note: FLUX.2-dev is edit-only (image-to-image) on every HF provider, so it +# cannot be used for text-to-image dataset generation. -# Provider → model routing: -# fal-ai → FLUX.2-dev (best quality; billed to HF Pro credits) -# hf-inference → FLUX.1-schnell (HF native fallback, lower quality) -PROVIDERS = { - "fal-ai": "black-forest-labs/FLUX.2-dev", - "hf-inference": "black-forest-labs/FLUX.1-schnell", -} +MODEL = "Qwen/Qwen-Image" +PROVIDER = "fal-ai" +RETRIES = 4 # fal-ai occasionally returns transient 504s -def generate_image(prompt: str, provider: str = "fal-ai") -> "PIL.Image.Image": + +def generate_image(prompt: str) -> "PIL.Image.Image": from huggingface_hub import InferenceClient - # HF Pro token covers all providers — no separate provider key needed + # HF Pro token (with "Make calls to Inference Providers" permission) covers + # all providers — no separate provider key needed. hf_token = os.environ.get("HF_TOKEN") - model = PROVIDERS.get(provider, PROVIDERS["fal-ai"]) - client = InferenceClient(provider=provider, api_key=hf_token) - - image = client.text_to_image( - prompt, - model=model, - width=1024, - height=1024, - ) - return image # InferenceClient already returns a PIL Image + last_err = None + for attempt in range(1, RETRIES + 1): + try: + client = InferenceClient(provider=PROVIDER, api_key=hf_token) + return client.text_to_image(prompt, model=MODEL, width=1024, height=1024) + except Exception as e: + last_err = e + if attempt < RETRIES: + print(f" ⚠️ attempt {attempt}/{RETRIES} failed ({str(e)[:60]}) — retrying") + time.sleep(4) + raise last_err # exhausted retries def main(): parser = argparse.ArgumentParser() - parser.add_argument("--start", type=int, default=1, help="Resume from image N (1-based)") - parser.add_argument("--count", type=int, default=None, help="Generate at most N images then stop") - parser.add_argument("--provider", type=str, default="fal-ai", help="Inference provider: fal-ai | hf-inference") - parser.add_argument("--dry-run", action="store_true", help="Print prompts without generating") + parser.add_argument("--start", type=int, default=1, help="Resume from image N (1-based)") + parser.add_argument("--count", type=int, default=None, help="Generate at most N images then stop") + parser.add_argument("--dry-run", action="store_true", help="Print prompts without generating") args = parser.parse_args() if not args.dry_run: @@ -217,7 +220,7 @@ def main(): continue try: - image = generate_image(prompt, provider=args.provider) + image = generate_image(prompt) image.save(img_path, "JPEG", quality=95) txt_path.write_text(prompt) generated_this_run += 1 diff --git a/training/image_001.jpg b/training/image_001.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1087f8c695013918822485e9c66ae48e1b06aa12 --- /dev/null +++ b/training/image_001.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3e2e73d454adb3607df6af31a31eab52f488a8268d8dc628110c8f4793ed0db +size 219307 diff --git a/training/image_001.txt b/training/image_001.txt new file mode 100644 index 0000000000000000000000000000000000000000..b82e75960f57fd16ac940ade410eb2904e5863a6 --- /dev/null +++ b/training/image_001.txt @@ -0,0 +1 @@ +A cute bunny in an enchanted mushroom forest, sitting on a polka-dot toadstool, fireflies and floating spores drifting around, soft lantern glow, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_002.jpg b/training/image_002.jpg new file mode 100644 index 0000000000000000000000000000000000000000..5e5a16d55d2e6cafca5be0b3afac005565846019 --- /dev/null +++ b/training/image_002.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42fc5618d24e4cf2b0bae82ac0d3a50f8b88e02ecd6f80c31e279a2541366ad5 +size 205645 diff --git a/training/image_002.txt b/training/image_002.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c9902cc55ad48ddaadf0c380b5ab0749cf0f637 --- /dev/null +++ b/training/image_002.txt @@ -0,0 +1 @@ +A cute kitten on a sunny beach with ocean waves, building a tiny sandcastle with a bucket and shells, gentle waves lapping, warm sunset sky, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_003.jpg b/training/image_003.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4ae16636ac090036a79c8f43dc0548a4df624909 --- /dev/null +++ b/training/image_003.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32094d6bc1793c4ac852e05dc512ec9ae523433ed8180f861d6591e48997a94e +size 247364 diff --git a/training/image_003.txt b/training/image_003.txt new file mode 100644 index 0000000000000000000000000000000000000000..6000d7d82c2114eb584915372acd3aff2b3b4c5f --- /dev/null +++ b/training/image_003.txt @@ -0,0 +1 @@ +A cute puppy in a cosy cottage garden, napping in a flower-filled wheelbarrow, watering can and butterflies nearby, golden afternoon light, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_004.jpg b/training/image_004.jpg new file mode 100644 index 0000000000000000000000000000000000000000..fdaa13836a707ac6c13373a6d23fdef35492be79 --- /dev/null +++ b/training/image_004.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f12fc7efe88f5dfeea2db3071fc64e33daaf03e1d216c122ceb8423cc8cf9d9 +size 198883 diff --git a/training/image_004.txt b/training/image_004.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c82e1e45a54bdd44360d7c83ba4ad08e42433e6 --- /dev/null +++ b/training/image_004.txt @@ -0,0 +1 @@ +A cute baby fox surrounded by sparkling stars, curled up on a fluffy cloud cradling a tiny glowing star, glittering night sky, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_005.jpg b/training/image_005.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e6feb2e9d8436c161269a88b4bae9eb861f74ff7 --- /dev/null +++ b/training/image_005.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b012294a3a9df51845822150e91268e519e5085746e6ab9008a5e1e09afef2ca +size 205489 diff --git a/training/image_005.txt b/training/image_005.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ca5312917dabaf9d036be2916fdfe4e9ba6cfda --- /dev/null +++ b/training/image_005.txt @@ -0,0 +1 @@ +A cute baby panda in a cherry blossom garden, nibbling a dango skewer as petals fall, paper lanterns strung above, soft pink light, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_006.jpg b/training/image_006.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f66bb431e4dd04e69238ec94f354c32b756a10e8 --- /dev/null +++ b/training/image_006.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1410826a9d4dcccec9870a174aa232bf80a42145f25d8cf778e24592db22d27c +size 228977 diff --git a/training/image_006.txt b/training/image_006.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7763c160cae7825187c21fd2b637e47e617645a --- /dev/null +++ b/training/image_006.txt @@ -0,0 +1 @@ +A cute baby koala on a tropical island, hugging a palm trunk with a coconut drink, striped hammock and a parrot, turquoise sea behind, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_007.jpg b/training/image_007.jpg new file mode 100644 index 0000000000000000000000000000000000000000..d3b2a4b8079e8af357c269ac3a1f0264e868f7ac --- /dev/null +++ b/training/image_007.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed85d60fff8407e66f1a57e13466de4805fe5d37ad88fa9a395f896ef25c24b5 +size 200178 diff --git a/training/image_007.txt b/training/image_007.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d32d04232808d1438073099040a1b36dc786c57 --- /dev/null +++ b/training/image_007.txt @@ -0,0 +1 @@ +A cute baby lion under a rainbow, wearing a tiny crown at the end of a rainbow, pastel clouds and floating sparkles, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_008.jpg b/training/image_008.jpg new file mode 100644 index 0000000000000000000000000000000000000000..9f88f21d01070fc749dbfa2dd1224da566185c07 --- /dev/null +++ b/training/image_008.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6ef0ae624a2e33b8e9e4ad0b0917f826a3c660b91c8e076a11c8d152e594e58 +size 212318 diff --git a/training/image_008.txt b/training/image_008.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e59eee9f8d7e5f358fb6f9690c6abe28e1fb396 --- /dev/null +++ b/training/image_008.txt @@ -0,0 +1 @@ +A cute baby tiger on a snowy mountain top, bundled in a knitted scarf on a snowy peak planting a tiny flag, sparkling snow and faint aurora, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_009.jpg b/training/image_009.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2cb9a5889e8220ef55ea3bddafbb1c0fc37a4276 --- /dev/null +++ b/training/image_009.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1762132a86e682349bcb84152d60f9640eb8a534ad1daf07679ea206f4749af6 +size 226805 diff --git a/training/image_009.txt b/training/image_009.txt new file mode 100644 index 0000000000000000000000000000000000000000..577d0200717c4f283b6dd2d7f7f9cb4ba1a1e787 --- /dev/null +++ b/training/image_009.txt @@ -0,0 +1 @@ +A cute baby frog in a field of tropical flowers, perched on a giant hibiscus bloom, dewdrops glistening, big tropical leaves and warm bokeh, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_010.jpg b/training/image_010.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1806bf7e82a3883569557ca3d83857ea818a3464 --- /dev/null +++ b/training/image_010.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fcb7d1b5eca9e2308a1fe9295ce616e6aff25bfdfa108a7ffc4879f4e7269446 +size 184151 diff --git a/training/image_010.txt b/training/image_010.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea54dd9e9f5a9d6d6b42c6c9e14e6afcb4adfc4b --- /dev/null +++ b/training/image_010.txt @@ -0,0 +1 @@ +A cute baby penguin on a glowing crescent moon, sitting on the curve of a glowing crescent moon in a knitted hat, scattered twinkling stars, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_011.jpg b/training/image_011.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c8061ceb42b1a7a3552764c12e03b3b147839aba --- /dev/null +++ b/training/image_011.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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index 0000000000000000000000000000000000000000..0c897f13da347ba72abfbae11cd4ee4469b78a8d --- /dev/null +++ b/training/image_017.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aeba54470897c1f4ed5f5ed226183c2a202b2a6f971c540726fed78fd9c8616f +size 199555 diff --git a/training/image_017.txt b/training/image_017.txt new file mode 100644 index 0000000000000000000000000000000000000000..f75d53e5b9c5af6d81c6453b546b6273b27e87e4 --- /dev/null +++ b/training/image_017.txt @@ -0,0 +1 @@ +A cute baby penguin on a snowy mountain top, sliding down a snowy slope on its belly, scarf flying, sparkling powder snow, kawaii children's book illustration, pastel anime art style, soft painterly lighting, detailed rich background with warm fairy lights, cozy magical atmosphere, cute chibi character with big sparkling eyes, soft pastel color palette, highly detailed scene, no text \ No newline at end of file diff --git a/training/image_018.jpg b/training/image_018.jpg new file mode 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