FLUX.2 Klein Multi LoRA V2

by m3st3rj4k3lco.huggingface.m3st3rj4k3l/flux.2-klein-multi-lora-v2

Remote endpoint
71 tools
APACHE-2.0

FLUX_2_Klein_Multi_LoRA_v2__enhance_prompt_invoke Call the prompt enhancer. Returns original if enhancement fails. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__lambda_
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FLUX_2_Klein_Multi_LoRA_v2__lambda__2
FLUX_2_Klein_Multi_LoRA_v2__lambda__3
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FLUX_2_Klein_Multi_LoRA_v2__lambda__9 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__on_active_change
FLUX_2_Klein_Multi_LoRA_v2__on_active_change_1
FLUX_2_Klein_Multi_LoRA_v2__on_clear_all
FLUX_2_Klein_Multi_LoRA_v2__on_detect_pose If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__on_detect_pose_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__on_hide_active
FLUX_2_Klein_Multi_LoRA_v2__on_insert_blank If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__on_overlay_click
FLUX_2_Klein_Multi_LoRA_v2__send_to_compare If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_compare_display
FLUX_2_Klein_Multi_LoRA_v2__update_compare_display_1
FLUX_2_Klein_Multi_LoRA_v2__update_compare_display_2
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_2 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_3 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_4 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_5 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_6 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2__update_extend_preview_7 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_add_custom_lora Adds a custom LoRA to *this session's* state only — other users never see it in their selector. The adapter_name attached to the shared pipe is still made globally unique (via a short random suffix) since the pipe object itself is one shared resource across all sessions.
FLUX_2_Klein_Multi_LoRA_v2_add_custom_prompt
FLUX_2_Klein_Multi_LoRA_v2_bulk_infer Process each uploaded image as its own GPU call, streaming results into the bulk output gallery as soon as they complete. Outputs and a CSV manifest are written to /tmp/bulk_<sid>/ with stable filenames, so a ZeroGPU quota wall mid-run still leaves earlier outputs grabbable from the gallery and from disk. Logging: each image is logged individually via _spawn_log on success or failure — same code path as single/batch, so bulk shows up in the dataset with the same schema, just with extra bulk_index / bulk_total fields embedded in the PNG metadata. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_delete_custom_prompt
FLUX_2_Klein_Multi_LoRA_v2_extend_editor_canvas Take the current editor composite, extend it, and return the result so it can be loaded straight back into the same ImageEditor. Any crop marks the user had placed are baked in before extending (that's what `_editor_composite` already does). If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_generate_depthmap If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_infer Generator. Streams a list of PNG paths into the output gallery, one result at a time. Each iteration is its own @spaces.GPU call, so a ZeroGPU quota wall mid-batch only loses the in-progress item — earlier PNGs are already saved to disk and surfaced in the gallery. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_load_heic_to_editor If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_base_image_change If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_base_image_change_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_base_image_change_2 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_base_image_change_3 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_base_image_change_4 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_batch_vary_change Sweep range only relevant for the LoRA sweep mode.
FLUX_2_Klein_Multi_LoRA_v2_on_canvas_mode_change Custom W/H sliders only relevant when mode == Custom.
FLUX_2_Klein_Multi_LoRA_v2_on_fit_mode_change Pad colour swatch only relevant for Pad (color).
FLUX_2_Klein_Multi_LoRA_v2_on_gallery_select Remember which gallery item is selected so Send→* uses it. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_reference_change If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_reference_change_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_reference_change_2 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_reference_change_3 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_on_reference_change_4 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_push_pil_to_base If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_push_pil_to_base_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_push_pil_to_reference If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_push_pil_to_reference_1 If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_reencode_upload If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_base_to_editor Take the current base image and load it into the ImageEditor. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_editor_to_base If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_editor_to_reference If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_output_to_base If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_output_to_editor Take the selected (or latest) generated image and load it into the ImageEditor. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_output_to_reference If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_send_reference_to_editor Take the FIRST reference image and load it into the ImageEditor. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool
FLUX_2_Klein_Multi_LoRA_v2_update_custom_prompt_display
FLUX_2_Klein_Multi_LoRA_v2_update_weight_sliders Given a list of selected LoRA titles, return updated visibility/label/value for each of the MAX_LORA_SLOTS pre-rendered sliders, plus an update for the LoRA prompt display box (visible when any selected LoRA has a default prompt). The user's own prompt is never touched here — LoRA prompts are shown separately and appended at inference time.

As the server's own listing gives them. We never call a tool.

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