<h3 id="overview-z1plm165r">Overview</h3><p><a target="_blank" rel="ugc" href="https://www.imdb.com/title/tt5986440">"The Glassworker"</a> is a Pakistan's first hand-drawn animated feature film. Directed by Usman Riaz and produced by Mano Animation Studios, the film is a coming-of-age story set against the backdrop of a country on the brink of war. It follows the lives of Vincent Oliver, a young glassblower, and Alliz Amano, a violinist, as they navigate love and personal growth amidst societal upheaval.</p><p>The animation style is notably influenced by Studio Ghibli, reflecting a blend of Western and South Asian cultural elements. The film premiered at the Annecy International Animation Film Festival on June 10, 2024, and was released in Pakistani theaters on July 26, 2024.</p><p></p><h3 id="usage-29kwjxab3">Usage</h3><p>This LoRA does not require trigger words.</p><p>Images were generated with the following parameters (workflow embedded):</p><pre><code>Model: flux1-dev (fp8_e4m3fn)
Text Encoder: t5pxxl_fp16/clip_l
Sampler: euler
Scheduler: normal
Steps: 24
Flux Guidance: 4
LoRA Strength: 1</code></pre><p>Compatibility with other checkpoints and LoRAs was not tested.</p><p></p><h3 id="about-training-h895yizul">About training</h3><p>LoRA was created with the <a target="_blank" rel="ugc" href="https://github.com/ostris/ai-toolkit">ai-toolkit</a> (Windows 11, RTX 3090, RAM 64 Gb). Images used for training were extracted from <a target="_blank" rel="ugc" href="https://www.youtube.com/watch?v=mTuPHCyV6mw">official english trailer</a>, total of 89 images. They were captioned with <a target="_blank" rel="ugc" href="https://huggingface.co/THUDM/cogvlm2-llama3-chat-19B">CogVLM2</a>, caption prompt was "Describe this scene in a narrative manner."</p><p>Trained on <a target="_blank" rel="ugc" href="https://huggingface.co/John6666/flux-dev2pro-bf16-flux">flux-dev2pro-bf16-flux</a>. Training parameters include:</p><pre><code>rank/alpha: 32/32
optimizer: prodigy
optimizer_params.decouple: true
optimizer_params.use_bias_correction: false
optimizer_params.betas: [0.9, 0.99]
optimizer_params.weight_decay: 0.05
noise_offset: 0.1
lr: 1
lr_scheduler: "constant"</code></pre>

Files with SHA256: bcac730fbe586e94a54ec1f0b9a79291e1196015c5f521d1b36fcfe6bcd31eb7