v0.7.0: supports multiple new image models

Supports Qwen-Image-Edit-2511, Qwen-Image-2512, Z-Image-Turbo and Z-Image-Omni-Base (To Be Released)

• Qwen-Image-Edit-2511 is an enhanced version over Qwen-Image-Edit-2509 with notably better consistency and other multiple improvements.
• Qwen-Image-2512 is an updated text-to-image model with enhanced human realism, finer natural detail and improved text rendering.
• Z-Image is a powerful and highly efficient image generation model with 6B parameters.
• Other fixes.

What's Changed

• init all dit module with device and dtype for speed up by @qzzz95 in #164
• fix wan umt5 state dict converter by @akaitsuki-ii in #170
• ADD update_weights for flux and qwen_image by @qzzz95 in #168
• add progress by @tenderness-git in #171
• ADD Option: OFFLINE fetch modelscope model by @qzzz95 in #172
• supports flash attn 3 fp8 by @akaitsuki-ii in #174
• use utf8 by @tenderness-git in #178
• bug fix by @tenderness-git in #179
• supports flux kontext with multiple input images by @akaitsuki-ii in #173
• Feature/qwen image control by @Glaceon-Hyy in #176
• Feature/qwen edit plus by @Glaceon-Hyy in #180
• fix key convert for lora kohya lora by @qzzz95 in #183
• supports sequence parallel and use custom image size for Qwen Image by @akaitsuki-ii in #186
• convert qwen image diffusers lora key by @qzzz95 in #189
• enable FSDP for qwen vl by @akaitsuki-ii in #184
• torch.compile with dynamic=False by @akaitsuki-ii in #185
• fix compile repeated blocks by @akaitsuki-ii in #191
• fix redux multiple ref images by @qzzz95 in #192
• define qwen image edit system prompt by @qzzz95 in #194
• Fix Wan2.2 low noise model load LoRA bug by @continue-revolution in #188
• fix mask dtype differ from latent by @qzzz95 in #195
• load encoder optional by @qzzz95 in #196
• video sparse attention by @akaitsuki-ii in #190
• Fix/qwen image by @akaitsuki-ii in #197
• Fix/import vsa by @akaitsuki-ii in #200
• Enable aiter attention for rocm by @guangzlu in #198
• auto enable vsa by @akaitsuki-ii in #203
• support svd quant by @Glaceon-Hyy in #202
• Fix circular dependence by @qzzz95 in #205
• suppor lora loading from state dict by @qzzz95 in #206
• set module device to skip weight init by @qzzz95 in #207
• fix svd init memory by @Glaceon-Hyy in #208
• support edit 2511 by @Glaceon-Hyy in #212
• 修复 qwen edit 2511 序列并行报错 & 修复 timesteps 对不齐问题 & 修复 image resize 算法对不齐 by @qzzz95 in #214
• support z image by @Glaceon-Hyy in #213
• add edit 2511 example by @qzzz95 in #215
• Fix Z Image model default dtype by @qzzz95 in #216
• Support diffusers and diffsynth studio lora by @qzzz95 in #217
• add WanDMDPipeline by @akaitsuki-ii in #219
• add FlashAtten 4 API by @bingchenlll in #218
• safety check module available by @qzzz95 in #225
• support Z-Image-Omni-Base by @Artiprocher in #226

New Contributors

• @guangzlu made their first contribution in #198
• @bingchenlll made their first contribution in #218

Full Changelog: v0.6.0...v0.7.0