Card: TokForge links, credits and licences for every upstream model

Adds the standard TokForge block and a Credits section naming every upstream model, creator and conversion source with its license; fixes metadata and prose.

README.md

@@ -1,12 +1,15 @@
 ---
 license: creativeml-openrail-m
-tags: [stable-diffusion, sd1.5, lcm, mnn, tokforge, image-generation, cinematic, photoreal, epicrealism]
+tags: [stable-diffusion, sd1.5, lcm, mnn, tokforge, image-generation, cinematic, photoreal, epicrealism, on-device]
 base_model:
 - emilianJR/epiCRealism
 - latent-consistency/lcm-lora-sdv1-5
 base_model_relation: merge
+pipeline_tag: text-to-image
 ---
 
+Published by [TokForge](https://tokforge.ai) for on-device inference.
+
 ## TokForge
 
 - **Website:** https://tokforge.ai
@@ -16,14 +19,14 @@ base_model_relation: merge
 
 Runs on-device in the TokForge app.
 
-# TokForge SD1.5-LCM — Cinematic (epiCRealism)
+# TokForge SD1.5-LCM: Cinematic (epiCRealism)
 
-An **epiCRealism + LCM** SD1.5 MNN bundle — the TokForge `SD15_LCM_MNN` fast few-step image model,
+An **epiCRealism + LCM** SD1.5 MNN bundle, the TokForge `SD15_LCM_MNN` fast few-step image model,
 but with the candid/film-look photoreal **epiCRealism** checkpoint as the base instead of
 DreamShaper-7. Renders a coherent, cinematic-photoreal 512px image in 4 steps on the in-process MNN
-diffusion engine — full MNN speed, the film look baked into the UNet weights.
+diffusion engine, full MNN speed, the film look baked into the UNet weights.
 
-This is the **Cinematic** tier of the TokForge styled image catalog — the twin photoreal style to
+This is the **Cinematic** tier of the TokForge styled image catalog, the twin photoreal style to
 the Photoreal (Realistic Vision V5.1) tier. epiCRealism leans toward a candid, cinematic film look:
 naturalistic lighting and colour, true-to-life skin and texture, lifelike people and scenes. It won
 the candid/film-look people category in TokForge's internal photoreal-base A/B. Verified on-device
@@ -35,10 +38,10 @@ f16 `text_encoder.mnn(.weight)` + `vae_decoder.mnn(.weight)`, `vocab.json`, `mer
 
 ## Provenance & licenses
 - **Base model:** [emilianJR/epiCRealism](https://huggingface.co/emilianJR/epiCRealism)
-  — **CreativeML-OpenRAIL-M** (commercial-OK; redistribution of derivatives is licensed under
+  under **CreativeML-OpenRAIL-M** (plus the creator's Civitai terms, listed under Credits; redistribution of derivatives is licensed under
   OpenRAIL-M §III.4). epiCRealism is a photoreal/film-look SD1.5 checkpoint.
 - **LCM adapter:** [latent-consistency/lcm-lora-sdv1-5](https://huggingface.co/latent-consistency/lcm-lora-sdv1-5)
-  — openrail++ (UNet-only consistency adapter, fused to keep the 4-step floor).
+  under openrail++ (UNet-only consistency adapter, fused to keep the 4-step floor).
 - **CLIP / VAE / tokenizer:** the standard SD1.5 reference assets (CLIP ViT-L/14 text encoder +
   SD1.5 VAE) reused verbatim from the TokForge base LCM bundle. This matches the other TokForge
   SD1.5-LCM bundles' 9-file layout and dodges the libDIF CLIP-trace issue with freshly-exported CLIP.
@@ -67,12 +70,9 @@ https://huggingface.co/spaces/CompVis/stable-diffusion-license
 
 These use-based restrictions **propagate** to all who use or redistribute this bundle.
 
-## Attribution
-- epiCRealism — © emilianJR, CreativeML-OpenRAIL-M.
-- Latent Consistency Model LoRA (SD1.5) — Latent Consistency team, openrail++.
-- Packaged for on-device MNN inference by TokForge (dev.tokforge).
-
 ## Credits
 
-- epiCRealism by epinikion ([Civitai](https://civitai.com/models/25694)). Used under the CreativeML OpenRAIL-M license and the creator's Civitai permissions.
-- LCM-LoRA SD1.5 by [Latent Consistency](https://huggingface.co/latent-consistency/lcm-lora-sdv1-5)
+- epiCRealism by epinikion ([Civitai](https://civitai.com/models/25694), [Hugging Face](https://huggingface.co/emilianJR/epiCRealism)). Used under the CreativeML OpenRAIL-M license and the creator's Civitai terms. epinikion's Civitai terms: credit required, no selling the model or merges of it.
+- LCM-LoRA SD1.5 by Latent Consistency ([Hugging Face](https://huggingface.co/latent-consistency/lcm-lora-sdv1-5)). Used under the CreativeML OpenRAIL++-M license.
+- Stable Diffusion v1.5 by Runway and CompVis ([Hugging Face](https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5)). Used under the CreativeML OpenRAIL-M license.
+- Converted to MNN with [MNN](https://github.com/alibaba/MNN) by Alibaba (Apache-2.0).