This pull request introduces a feature aimed at improving the debugging experience during workflow editing. With the addition of variable persistence, the system will automatically retain the output variables from previously executed nodes. These persisted variables can then be reused when debugging subsequent nodes, eliminating the need for repetitive manual input.

By streamlining this aspect of the workflow, the feature minimizes user errors and significantly reduces debugging effort, offering a smoother and more efficient experience.

Key highlights of this change:

- Automatic persistence of output variables for executed nodes.
- Reuse of persisted variables to simplify input steps for nodes requiring them (e.g., `code`, `template`, `variable_assigner`).
- Enhanced debugging experience with reduced friction.

Closes #19735.

Co-authored-by: lizb <lizb@sugon.com>

Co-authored-by: tech <cto@sb>

Co-authored-by: tech <cto@sb>

Co-authored-by: lizb <lizb@sugon.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: Hash Brown <hi@xzd.me>
Co-authored-by: crazywoola <427733928@qq.com>
Co-authored-by: GareArc <chen4851@purdue.edu>
Co-authored-by: Byron.wang <byron@dify.ai>
Co-authored-by: Joel <iamjoel007@gmail.com>
Co-authored-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: Garfield Dai <dai.hai@foxmail.com>
Co-authored-by: KVOJJJin <jzongcode@gmail.com>
Co-authored-by: Alexi.F <654973939@qq.com>
Co-authored-by: Xiyuan Chen <52963600+GareArc@users.noreply.github.com>
Co-authored-by: kautsar_masuara <61046989+izon-masuara@users.noreply.github.com>
Co-authored-by: achmad-kautsar <achmad.kautsar@insignia.co.id>
Co-authored-by: Xin Zhang <sjhpzx@gmail.com>
Co-authored-by: kelvintsim <83445753+kelvintsim@users.noreply.github.com>
Co-authored-by: zxhlyh <jasonapring2015@outlook.com>
Co-authored-by: Zixuan Cheng <61724187+Theysua@users.noreply.github.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>

Signed-off-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Co-authored-by: lizb <lizb@sugon.com>

Co-authored-by: QuantumGhost <obelisk.reg+git@gmail.com>

Enhance `LLMNode` with multimodal capability, introducing support for
image outputs.

This implementation extracts base64-encoded images from LLM responses,
saves them to the storage service, and records the file metadata in the
`ToolFile` table. In conversations, these images are rendered as
markdown-based inline images.
Additionally, the images are included in the LLMNode's output as
file variables, enabling subsequent nodes in the workflow to utilize them.

To integrate file outputs into workflows, adjustments to the frontend code
are necessary.

For multimodal output functionality, updates to related model configurations
are required. Currently, this capability has been applied exclusively to
Google's Gemini models.

Close #15814.

Signed-off-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: -LAN- <laipz8200@outlook.com>