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README.md
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# HSToric FOCUS Flux
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A new variant/component addition to our HSToric Color LoRA/Model Series.<br>
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Trained on HD scans of early color photos (circa 1900s-1910s) by Sergey Prokudin-Gorsky, who traveled and photographed widely in those years whilst perfecting implementations of a pioneering 3-color-composite photography technique.<br>
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• Invoking the singular visual character of top quality antique color photographs.<br>
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• Improving the general quality of realistic/photo-emulating inference, esp. in [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) and Schnell-based models.<br>
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• Adding vibrant and uncanny light & color effects to inference outputs.<br>
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• Serving as a tool to raise overall crispness & exposure levels, alongside some parallel improvement of textural quality/detailing.<br>
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<Gallery />
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Those interested in fast, quality, & open-license realistic inference are advised to combine this LoRA with our **Historic Color Soon®** models, already fine-tuned (in some large part) on different sub-sections/selections/fidelity-refinements of the same Prokudin-Gorskiy dataset.<br>
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Historic Color Soon® V.1 was fine-tuned by us from [HumbleMikey](https://civitai.com/user/humblemikey)'s [Pixelwave Schnell V.1](https://huggingface.co/mikeyandfriends/PixelWave_FLUX.1-schnell_01/) model which, in its turn, is a generalized base checkpoint trained from [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) by Black Forest Labs, consolidating (in comparison w/vanilla-base-Schnell) further inference speed improvements (more reliable results at 2-3 steps), whilst raising the overall quality and consistency standards across most aesthetic categories and at every step.<br>
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Historic Color Soon® V.2 was created through merging into V.1 a handful of LoRAs trained by us over a (fairly narrow) range of available realistic checkpoint models that are specifically Schnell-derived, so as to stay the fairly open Apache 2.0 licensing domain (which as among our reasons to do all this in the first place).<br>
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Historic Color Soon® V.1 is available [here](https://huggingface.co/AlekseyCalvin/HistoricColorSoonr_Schnell) in both Safetensors (fp8) & Diffusers formats.<br>
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Historic Color Soon® V.2 is, likewise, found [here](https://huggingface.co/AlekseyCalvin/HistoricColorSoonr_v2_FluxSchnell_Diffusers) in both formats.<br>
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Both Historic Color Soon® checkpoints enable reliable generation at low step-counts (2 steps or more), with 3-4-step inference at 768x768 often producing photorealistic outputs at a quality comparable to Flux Dev, in as quickly as 20-30 seconds (with nothing else running) even on low-VRAM-GPU budget-level machines (including all M-series Macbooks)
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You may try out the V2 checkpoint at [one of our LoRA gallery spaces](https://huggingface.co/spaces/AlekseyCalvin/soonfactory4), along with this LoRA (and many others)
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- Quality generation at a low step-count (2 to 8, for most scenarios), with 4-step inference at around 768x768 routinely producing photorealistic outputs at a quality comparable to or even surpassing that of Flux v.1 Dev. <br>
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- Producing realistic images reminiscent of color film analog photography, exhibiting parallels to a broad spectrum of iconic instrumentalities and visual paradigms, from Autochrome-to-Kodachrome-to-Fujifilm-and-beyond. <br>
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This LoRA was trained by A.C.T. Soon® via the dedicated [Flux Training Notebook by Ostris](https://github.com/ostris/ai-toolkit/blob/main/notebooks/FLUX_1_schnell_LoRA_Training.ipynb).<br>
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We urge you to explore the works of Prokudin-Gorsky for yourself, at the wonderfully organized online [archive at this link](https://prokudin-gorsky.org/), featuring many hundreds of high quality downloadable scans of composite color photo prints from the photographer's original glass plate negatives, available at this site alongside relatively recent restorations of a substantial portion of the images. The original glass-plate negatives are currently held at and administrated by the Library of Congress in Washington, DC, USA.
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## Trigger words
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Pre-phrase prompts with `HST` or 'HST style photo' or 'HST style autochrome photograph' or 'HST style analog film photo' (or variations thereon) to reinforce the fine-tuning influnce/LoRA impact on image inference.
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# HSToric FOCUS Flux
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A new variant/component addition to our HSToric Color LoRA/Model Series.<br>
|
67 |
Trained on HD scans of early color photos (circa 1900s-1910s) by Sergey Prokudin-Gorsky, who traveled and photographed widely in those years whilst perfecting implementations of a pioneering 3-color-composite photography technique.<br>
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**This LoRA is aimed at being useful for**:
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• Invoking the singular visual character of top quality antique color photographs.<br>
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70 |
• Improving the general quality of realistic/photo-emulating inference, esp. in [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) and Schnell-based models.<br>
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• Adding vibrant and uncanny light & color effects to inference outputs.<br>
|
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• Serving as a tool to raise overall crispness & exposure levels, alongside some parallel improvement of textural quality/detailing.<br>
|
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<Gallery />
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+
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Those interested in fast, quality, & open-license realistic inference are advised to combine this LoRA with our **Historic Color Soon®** models, already fine-tuned (in some large part) on different sub-sections/selections/fidelity-refinements of the same Prokudin-Gorskiy dataset.<br>
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+
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Historic Color Soon® V.1 was fine-tuned by us from [HumbleMikey](https://civitai.com/user/humblemikey)'s [Pixelwave Schnell V.1](https://huggingface.co/mikeyandfriends/PixelWave_FLUX.1-schnell_01/) model which, in its turn, is a generalized base checkpoint trained from [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) by Black Forest Labs, consolidating (in comparison w/vanilla-base-Schnell) further inference speed improvements (more reliable results at 2-3 steps), whilst raising the overall quality and consistency standards across most aesthetic categories and at every step.<br>
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Historic Color Soon® V.2 was created through merging into V.1 a handful of LoRAs trained by us over a (fairly narrow) range of available realistic checkpoint models that are specifically Schnell-derived, so as to stay the fairly open Apache 2.0 licensing domain (which as among our reasons to do all this in the first place).<br>
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Historic Color Soon® V.1 is available [here](https://huggingface.co/AlekseyCalvin/HistoricColorSoonr_Schnell) in both Safetensors (fp8) & Diffusers formats.<br>
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Historic Color Soon® V.2 is, likewise, found [here](https://huggingface.co/AlekseyCalvin/HistoricColorSoonr_v2_FluxSchnell_Diffusers) in both formats.<br>
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+
Both Historic Color Soon® checkpoints enable reliable generation at low step-counts (2 steps or more), with 3-4-step inference at 768x768 often producing photorealistic outputs at a quality comparable to Flux Dev, in as quickly as 20-30 seconds (with nothing else running) even on low-VRAM-GPU budget-level machines (including all M-series Macbooks).<br>
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You may try out the V2 checkpoint at [one of our LoRA gallery spaces](https://huggingface.co/spaces/AlekseyCalvin/soonfactory4), along with this LoRA (and many others)!<br>
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- Quality generation at a low step-count (2 to 8, for most scenarios), with 4-step inference at around 768x768 routinely producing photorealistic outputs at a quality comparable to or even surpassing that of Flux v.1 Dev. <br>
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- Producing realistic images reminiscent of color film analog photography, exhibiting parallels to a broad spectrum of iconic instrumentalities and visual paradigms, from Autochrome-to-Kodachrome-to-Fujifilm-and-beyond. <br>
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This LoRA was trained by A.C.T. Soon® via the dedicated [Flux Training Notebook by Ostris](https://github.com/ostris/ai-toolkit/blob/main/notebooks/FLUX_1_schnell_LoRA_Training.ipynb).<br>
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+
We urge you to explore the works of Prokudin-Gorsky for yourself, at the wonderfully organized online [archive at this link](https://prokudin-gorsky.org/), featuring many hundreds of high quality downloadable scans of composite color photo prints from the photographer's original glass plate negatives, available at this site alongside relatively recent restorations of a substantial portion of the images. The original glass-plate negatives are currently held at and administrated by the Library of Congress in Washington, DC, USA. <br>
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## Trigger words
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Pre-phrase prompts with `HST` or 'HST style photo' or 'HST style autochrome photograph' or 'HST style analog film photo' (or variations thereon) to reinforce the fine-tuning influnce/LoRA impact on image inference.
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