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feat: Add CreateData component for dynamic input generation#9526

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erichare merged 19 commits into
langflow-ai:mainfrom
Empreiteiro:new-create-data
Oct 13, 2025
Merged

feat: Add CreateData component for dynamic input generation#9526
erichare merged 19 commits into
langflow-ai:mainfrom
Empreiteiro:new-create-data

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@Empreiteiro Empreiteiro commented Aug 25, 2025

Dynamic Form Component

This component creates dynamic inputs that can receive data from other components
or be filled manually. It demonstrates advanced dynamic input functionality with
component connectivity.

## Features
- **Dynamic Input Generation**: Create inputs based on table configuration
- **Component Connectivity**: Inputs can receive data from other components
- **Multiple Input Types**: Support for text, number, boolean, and handle inputs
- **Flexible Data Sources**: Manual input OR component connections
- **Real-time Updates**: Form fields update immediately when table changes
     - **Multiple Output Formats**: Data and formatted Message outputs
- **JSON Output**: Collects all dynamic inputs into a structured JSON response

## Use Cases
- Dynamic API parameter collection from multiple sources
- Variable data aggregation from different components
- Flexible pipeline configuration
- Multi-source data processing

## Field Types Available
- **text**: Single-line text input (can connect to Text/String outputs)
- **multiline**: Multi-line text input (can connect to Text outputs)
- **number**: Integer input (can connect to Number outputs)
- **float**: Decimal number input (can connect to Number outputs)
- **boolean**: True/false checkbox (can connect to Boolean outputs)
- **handle**: Generic data input (can connect to any component output)
- **data**: Structured data input (can connect to Data outputs)

## Input Types for Connections
- **Text**: Text/String data from components
- **Data**: Structured data objects
- **Message**: Message objects with text content
- **Number**: Numeric values
- **Boolean**: True/false values
- **Any**: Accepts any type of connection
- **Combinations**: Text,Message | Data,Text | Text,Data,Message | etc.

Summary by CodeRabbit

  • New Features
    • Added a dynamic form builder that lets you configure fields at runtime and automatically creates the right input types (text, number, data, boolean, handle).
    • Produces structured data output and a readable summary message of all field values, including a count of connected inputs.
    • Supports default values, required flags, and optional metadata inclusion.
    • Normalizes values from manual entries or connected sources for consistent processing.

@Empreiteiro Empreiteiro self-assigned this Aug 25, 2025
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Walkthrough

Adds a new dynamic form builder component CrateData in src/backend/base/langflow/components/processing/new_create_data.py that generates inputs at runtime from a table-configured schema, extracts normalized values, and outputs both structured Data and a human-readable Message.

Changes

Cohort / File(s) Summary
Dynamic form builder component
src/backend/base/langflow/components/processing/new_create_data.py
Introduces CrateData(Component) with configurable TableInput (form_fields) and BoolInput (include_metadata); dynamically builds inputs via update_build_config; normalizes values via get_dynamic_values and _extract_simple_value; outputs Data (process_form) and Message (get_message); tracks connection info and status updates.

Sequence Diagram(s)

sequenceDiagram
  autonumber
  actor User
  participant CrateData as CrateData Component
  participant Builder as Build System
  participant Graph as Graph Runtime

  User->>Builder: Configure form_fields (table)
  Builder->>CrateData: call update_build_config(build_config, form_fields)
  rect rgba(200,230,255,0.25)
    note right of CrateData: Dynamic inputs generation
    CrateData->>CrateData: Clear existing dynamic_* entries
    CrateData->>CrateData: Map field types -> input widgets
    CrateData-->>Builder: Updated build_config with dynamic_* inputs
  end

  User->>Graph: Provide values/links to dynamic_* inputs
  Graph->>CrateData: Execute process_form()
  rect rgba(230,255,200,0.25)
    note right of CrateData: Value extraction and Data output
    CrateData->>CrateData: get_dynamic_values() + _extract_simple_value()
    CrateData->>CrateData: Update status (connections count/info)
    CrateData-->>Graph: Data(form_data)
  end

  Graph->>CrateData: Execute get_message()
  rect rgba(255,240,200,0.25)
    note right of CrateData: Human-readable summary
    CrateData->>CrateData: Format values + counts
    CrateData-->>Graph: Message(message)
  end
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@github-actions github-actions Bot added enhancement New feature or request and removed enhancement New feature or request labels Aug 25, 2025
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Actionable comments posted: 6

🧹 Nitpick comments (4)
src/backend/base/langflow/components/processing/new_create_data.py (4)

361-368: Minor: Clarify status phrasing and handle zero-field case

If there are zero fields, avoid "0/0 fields connected". Optional but improves UX.

-        self.status = f"Form processed successfully. {connected_fields}/{total_fields} fields connected to components."
+        if total_fields:
+            self.status = f"Form processed successfully. {connected_fields}/{total_fields} fields connected to components."
+        else:
+            self.status = "Form processed successfully. No fields configured."

373-399: Message rendering: preserve original label, not sanitized name

You already use the original field_name for display; with the sanitization change above, keep using the human label (raw name) for readability. No change needed if you adopt the earlier diffs; just a heads-up to avoid accidentally switching to the sanitized version in the message.


61-92: Design/UX: Consider allowing per-field default values

Right now every dynamic field starts with empty defaults (or 0/0.0/False). If you want truly dynamic forms for APIs, supporting a default_value column in the table schema is valuable.

If interested, I can draft a follow-up adding:

  • default_value column (str) and type-aware coercion.
  • required column (bool) with UI indication.

107-115: Make update_build_config backward-compatible (accept optional field_value/field_name)

Short: repo contains components and tests that call update_build_config with different arities — make the parameters optional and add a safe fallback so this component won't break callers that pass only build_config.

Files to update / check:

  • src/backend/base/langflow/components/processing/new_create_data.py (this PR).
  • src/backend/base/langflow/custom/custom_component/custom_component.py (base/custom components).
  • Spot-check tests and callers (e.g. src/backend/tests/unit/custom/custom_component/test_component.py) and helper callers like langflow.custom.utils.update_component_build_config.

Apply this minimal, backward-compatible patch:

-def update_build_config(self, build_config: Dict, field_value: Any, field_name: str = None) -> Dict:
+def update_build_config(self, build_config: Dict, field_value: Any | None = None, field_name: str | None = None) -> Dict:
@@
-        if field_name == "form_fields":
-            # Clear existing dynamic inputs from build config
-            keys_to_remove = [key for key in build_config.keys() if key.startswith("dynamic_")]
-            for key in keys_to_remove:
-                del build_config[key]
+        # Only run dynamic update for our target field (or initial call with no field_name)
+        if field_name not in (None, "form_fields"):
+            return build_config
+
+        # Fallback when caller didn't provide field_value
+        if field_value is None:
+            field_value = getattr(self, "form_fields", []) or []
+
+        # Clear existing dynamic inputs from build config
+        keys_to_remove = [key for key in build_config.keys() if key.startswith("dynamic_")]
+        for key in keys_to_remove:
+            del build_config[key]

Reasoning: many components already implement update_build_config(build_config, field_value, field_name) while some callers/tests invoke it with only build_config. Making field_value optional and using a local fallback (self.form_fields) preserves both calling styles and prevents unexpected runtime errors.

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  • src/backend/base/langflow/components/processing/new_create_data.py (1 hunks)
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src/backend/base/langflow/components/**/*.py

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src/backend/base/langflow/components/**/*.py: Add new backend components to the appropriate subdirectory under src/backend/base/langflow/components/
Implement async component methods using async def and await for asynchronous operations
Use asyncio.create_task for background work in async components and ensure proper cleanup on cancellation
Use asyncio.Queue for non-blocking queue operations in async components and handle timeouts appropriately

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  • src/backend/base/langflow/components/processing/new_create_data.py
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src/backend/**/components/**/*.py

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  • src/backend/base/langflow/components/processing/new_create_data.py
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src/backend/base/langflow/components/processing/new_create_data.py (3)
src/backend/base/langflow/inputs/inputs.py (7)
  • StrInput (128-184)
  • IntInput (343-375)
  • MultilineInput (259-269)
  • TableInput (38-73)
  • SecretStrInput (285-340)
  • FloatInput (378-410)
  • HandleInput (76-87)
src/backend/base/langflow/schema/message.py (2)
  • Message (39-288)
  • json (299-301)
src/backend/base/langflow/schema/data.py (1)
  • Data (23-285)
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🔇 Additional comments (2)
src/backend/base/langflow/components/processing/new_create_data.py (2)

1-9: Nit: Remove unused imports

  • The List and json imports in src/backend/base/langflow/components/processing/new_create_data.py appear unused after your recent changes.
  • Once you’ve run your formatting and linting locally with:
    make format_backend && make lint
    please remove these imports if they’re flagged as unused.

237-248: Remove input_types from BoolInput instantiation

Boolean inputs don’t use an input_types parameter, and the BoolInput constructor does not accept it—passing input_types=[] will raise a TypeError at runtime.

Apply this change:

-                    build_config[dynamic_input_name] = BoolInput(
+                    build_config[dynamic_input_name] = BoolInput(
                         name=dynamic_input_name,
                         display_name=display_name,
                         info=help_text,
                         value=default_bool,
-                        input_types=[],
                         required=required,
                     )

Please verify the BoolInput __init__ signature in src/backend/base/langflow/inputs/input_mixin.py to confirm that no unsupported keyword arguments are being passed.

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Actionable comments posted: 6

🧹 Nitpick comments (4)
src/backend/base/langflow/components/processing/new_create_data.py (4)

72-72: Break long line to satisfy E501 (max 120 chars).

The info string exceeds the line limit.

-            info="Define the dynamic form fields. Each row creates a new input field that can connect to other components.",
+            info=(
+                "Define the dynamic form fields. Each row creates a new input field "
+                "that can connect to other components."
+            ),

124-151: Avoid shadowing the function parameter field_name; use a distinct local like raw_field_name.

Shadowing reduces clarity and can introduce bugs if the outer value is later needed.

-                field_name = field_config.get("field_name", f"field_{i}")
-                display_name = field_name  # Use field_name as display_name
+                raw_field_name = field_config.get("field_name", f"field_{i}")
+                display_name = raw_field_name  # Use field_name as display_name
@@
-                dynamic_input_name = f"dynamic_{field_name}"
+                dynamic_input_name = f"dynamic_{raw_field_name}"

Optionally sanitize names to be attribute-safe:

+                # Sanitize to a safe identifier for attribute access
+                safe_name = re.sub(r"[^0-9a-zA-Z_]+", "_", raw_field_name).strip("_") or f"field_{i}"
+                dynamic_input_name = f"dynamic_{safe_name}"

If you adopt sanitization, add import re:

-from typing import Any
+from typing import Any
+import re

264-265: Use simpler conditional per SIM212.

-                        input_types=["Data"] if not input_types_list else input_types_list,
+                        input_types=input_types_list if input_types_list else ["Data"],

354-367: Implement Include Metadata setting; preserve existing behavior by default.

include_metadata is currently unused. When enabled, include connection info and schema in the output while keeping default output unchanged.

     def process_form(self) -> Data:
         """Process all dynamic form inputs and return clean data with just field values."""
         # Get all dynamic values (just the key:value pairs)
         dynamic_values = self.get_dynamic_values()
@@
-        # Return clean Data object with just the field values
-        return Data(data=dynamic_values)
+        # Optionally include metadata
+        include_meta = bool(getattr(self, "include_metadata", False))
+        if include_meta:
+            payload = {
+                "values": dynamic_values,
+                "_meta": {
+                    "connection_info": getattr(self, "_connection_info", {}),
+                    "schema": getattr(self, "form_fields", []),
+                },
+            }
+            return Data(data=payload)
+        return Data(data=dynamic_values)
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  • src/backend/base/langflow/components/processing/new_create_data.py (1 hunks)
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src/backend/base/langflow/components/**/*.py

📄 CodeRabbit inference engine (.cursor/rules/backend_development.mdc)

src/backend/base/langflow/components/**/*.py: Add new backend components to the appropriate subdirectory under src/backend/base/langflow/components/
Implement async component methods using async def and await for asynchronous operations
Use asyncio.create_task for background work in async components and ensure proper cleanup on cancellation
Use asyncio.Queue for non-blocking queue operations in async components and handle timeouts appropriately

Files:

  • src/backend/base/langflow/components/processing/new_create_data.py
{src/backend/**/*.py,tests/**/*.py,Makefile}

📄 CodeRabbit inference engine (.cursor/rules/backend_development.mdc)

{src/backend/**/*.py,tests/**/*.py,Makefile}: Run make format_backend to format Python code before linting or committing changes
Run make lint to perform linting checks on backend Python code

Files:

  • src/backend/base/langflow/components/processing/new_create_data.py
src/backend/**/components/**/*.py

📄 CodeRabbit inference engine (.cursor/rules/icons.mdc)

In your Python component class, set the icon attribute to a string matching the frontend icon mapping exactly (case-sensitive).

Files:

  • src/backend/base/langflow/components/processing/new_create_data.py
🧬 Code graph analysis (1)
src/backend/base/langflow/components/processing/new_create_data.py (3)
src/backend/base/langflow/inputs/inputs.py (7)
  • BoolInput (413-425)
  • FloatInput (378-410)
  • HandleInput (76-87)
  • IntInput (343-375)
  • MultilineInput (259-269)
  • StrInput (128-184)
  • TableInput (38-73)
src/backend/base/langflow/schema/data.py (1)
  • Data (23-285)
src/backend/base/langflow/schema/message.py (1)
  • Message (39-288)
🪛 GitHub Check: Ruff Style Check (3.13)
src/backend/base/langflow/components/processing/new_create_data.py

[failure] 312-312: Ruff (BLE001)
src/backend/base/langflow/components/processing/new_create_data.py:312:28: BLE001 Do not catch blind exception: Exception


[failure] 264-264: Ruff (SIM212)
src/backend/base/langflow/components/processing/new_create_data.py:264:37: SIM212 Use input_types_list if input_types_list else ["Data"] instead of ["Data"] if not input_types_list else input_types_list


[failure] 106-106: Ruff (RUF013)
src/backend/base/langflow/components/processing/new_create_data.py:106:85: RUF013 PEP 484 prohibits implicit Optional


[failure] 72-72: Ruff (E501)
src/backend/base/langflow/components/processing/new_create_data.py:72:121: E501 Line too long (124 > 120)


[failure] 19-57: Ruff (D415)
src/backend/base/langflow/components/processing/new_create_data.py:19:5: D415 First line should end with a period, question mark, or exclamation point

🪛 GitHub Actions: Ruff Style Check
src/backend/base/langflow/components/processing/new_create_data.py

[error] 19-19: Ruff check failed: D415 - First line should end with a period, question mark, or exclamation point.

🔇 Additional comments (3)
src/backend/base/langflow/components/processing/new_create_data.py (3)

101-105: Outputs look good.

Two outputs—structured Data and a formatted Message—cover both machine and human consumption well.


280-353: Robust simple-value extraction.

The normalization logic handles scalars, mappings, Message text, and Data payloads sensibly. Good defensive defaults.


68-99: General: dynamic input generation design is solid.

  • Real-time refresh with TableInput is appropriate.
  • Clearing and rebuilding only dynamic_ keys keeps build_config tidy.

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@Empreiteiro Please add unit tests as well. Also if required feel free to create a base class for processing so the component code could be clean.

@github-actions github-actions Bot added enhancement New feature or request and removed enhancement New feature or request labels Oct 1, 2025
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@github-actions github-actions Bot added enhancement New feature or request and removed enhancement New feature or request labels Oct 13, 2025
@ogabrielluiz ogabrielluiz dismissed stale reviews from edwinjosechittilappilly and themself October 13, 2025 22:03

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@erichare erichare added this pull request to the merge queue Oct 13, 2025
Merged via the queue into langflow-ai:main with commit 9570711 Oct 13, 2025
74 checks passed
korenLazar pushed a commit to kiran-kate/langflow that referenced this pull request Nov 12, 2025
…-ai#9526)

* feat: Add CreateData component for dynamic input generation

* [autofix.ci] apply automated fixes

* feat: Refactor imports from langflow to lfx

* Add tests for create data

* Restore old create data component

* Update dynamic_create_data.py

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* [autofix.ci] apply automated fixes

* [autofix.ci] apply automated fixes (attempt 2/3)

* [autofix.ci] apply automated fixes

* chore: update component index

* [autofix.ci] apply automated fixes

* chore: enhance component index update workflow with script existence check

* chore: update checkout step in component index workflow to use pull request repository and ref

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
korenLazar pushed a commit to kiran-kate/langflow that referenced this pull request Nov 13, 2025
…-ai#9526)

* feat: Add CreateData component for dynamic input generation

* [autofix.ci] apply automated fixes

* feat: Refactor imports from langflow to lfx

* Add tests for create data

* Restore old create data component

* Update dynamic_create_data.py

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* [autofix.ci] apply automated fixes

* [autofix.ci] apply automated fixes (attempt 2/3)

* [autofix.ci] apply automated fixes

* chore: update component index

* [autofix.ci] apply automated fixes

* chore: enhance component index update workflow with script existence check

* chore: update checkout step in component index workflow to use pull request repository and ref

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
korenLazar pushed a commit to kiran-kate/langflow that referenced this pull request Nov 13, 2025
…-ai#9526)

* feat: Add CreateData component for dynamic input generation

* [autofix.ci] apply automated fixes

* feat: Refactor imports from langflow to lfx

* Add tests for create data

* Restore old create data component

* Update dynamic_create_data.py

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* [autofix.ci] apply automated fixes

* [autofix.ci] apply automated fixes (attempt 2/3)

* [autofix.ci] apply automated fixes

* chore: update component index

* [autofix.ci] apply automated fixes

* chore: enhance component index update workflow with script existence check

* chore: update checkout step in component index workflow to use pull request repository and ref

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
korenLazar pushed a commit to kiran-kate/langflow that referenced this pull request Nov 13, 2025
…-ai#9526)

* feat: Add CreateData component for dynamic input generation

* [autofix.ci] apply automated fixes

* feat: Refactor imports from langflow to lfx

* Add tests for create data

* Restore old create data component

* Update dynamic_create_data.py

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* [autofix.ci] apply automated fixes

* [autofix.ci] apply automated fixes (attempt 2/3)

* [autofix.ci] apply automated fixes

* chore: update component index

* [autofix.ci] apply automated fixes

* chore: enhance component index update workflow with script existence check

* chore: update checkout step in component index workflow to use pull request repository and ref

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
korenLazar pushed a commit to kiran-kate/langflow that referenced this pull request Nov 13, 2025
…-ai#9526)

* feat: Add CreateData component for dynamic input generation

* [autofix.ci] apply automated fixes

* feat: Refactor imports from langflow to lfx

* Add tests for create data

* Restore old create data component

* Update dynamic_create_data.py

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* Update src/lfx/src/lfx/components/processing/dynamic_create_data.py

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* [autofix.ci] apply automated fixes

* [autofix.ci] apply automated fixes (attempt 2/3)

* [autofix.ci] apply automated fixes

* chore: update component index

* [autofix.ci] apply automated fixes

* chore: enhance component index update workflow with script existence check

* chore: update checkout step in component index workflow to use pull request repository and ref

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
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