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公明
2026-07-06 11:47:09 +08:00
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@@ -27,9 +27,10 @@ Saved workflows can be bound to a role under **Role Management**. When `workflow
| Select | Click a node or edge; properties appear in the right panel |
| Delete selected | Remove the current node or edge |
| Auto layout | Rearrange node positions |
| Dry run | Safely simulate data flow; Tool, Agent, and HITL nodes are not executed for real |
| Delete workflow | Remove the entire workflow definition |
**Requirements:** Every workflow needs at least **one Start node** and **one Output node**. Start nodes must not have incoming edges; Output nodes must not have outgoing edges.
**Hard requirements:** Every workflow needs at least **one Start node** and **one Output node**. Start nodes must not have incoming edges; Output / End nodes must not have outgoing edges. Both frontend and backend run strict validation before save.
---
@@ -45,6 +46,7 @@ During a run, the engine keeps internal state. Template expressions `{{...}}` re
| `lastOutput` | `{{previous.xxx}}` | Output of the **most recently executed** node |
| `outputs` | `{{outputs.xxx}}` | Global **named variable pool** (written by nodes with an output key) |
| `nodeOutputs` | `{{nodeId.xxx}}` | Full output object of a specific node ID |
| `metrics` | available in run details | Node duration, tool call count, and usage/cost metrics when reported |
### 3.1 What is `previous`?
@@ -69,6 +71,15 @@ Start → Agent A → Condition → Agent B
For Agent B, `{{previous.output}}` = the **condition node** output (`true` / `false`), **not** Agent As result.
If a node has **multiple upstream nodes**, `previous` is built by that nodes **join strategy** first:
| Join strategy | Meaning | Use case |
|---------------|---------|----------|
| `all_merge` | Merge all upstream outputs; `previous.output` is an array | Default; aggregate multiple results |
| `last_by_canvas` | Use the last upstream output by canvas order | Explicitly use one branch |
| `first_non_empty` | Use the first non-empty output | Fallback chains |
| `fail_fast` | Stop the node if any upstream failed | Critical gates, approval prechecks, safety checks |
### 3.2 What is `outputs`?
`outputs` is a **named variable registry** maintained by the engine during execution.
@@ -135,21 +146,55 @@ Allowed characters in paths: letters, digits, underscore, dot, hyphen. Examples:
| `{{previous.matched}}` | Match result of the previous condition node (`true` / `false`) |
| `{{outputs.variable_name}}` | Named output registered by a node |
| `{{nodeId.output}}` | `output` field of the node with that ID |
| `{{previous.kind}}` | Previous node output kind, e.g. `agent` / `tool` / `condition` |
| `{{previous.status}}` | Previous node status, e.g. `completed` / `failed` / `simulated` |
Node outputs keep compatibility fields such as `output` and `matched`, and also include a structured envelope:
```json
{
"kind": "agent",
"node_id": "node-2",
"node_type": "agent",
"status": "completed",
"output": "..."
}
```
### 4.3 Condition expressions
Condition nodes and edge conditions support simple comparisons:
Condition nodes and edge conditions support comparisons, text matching, regex, logical operators, and safe JSONPath/JQ path reads:
```text
{{outputs.agent_result1}} != ""
{{previous.output}} == "ok"
{{outputs.count}} == "100"
{{outputs.count}} >= 100
{{previous.output}} contains "success"
{{previous.output}} matches "^ok"
{{outputs.risk_score}} >= 8 && {{previous.output}} != ""
jsonpath({{previous.output}}, "$.status") == "ok"
jq({{outputs.scan}}, ".severity") == "high"
```
Rules:
- Use `==` or `!=` for string comparison (leading/trailing spaces and quotes are trimmed)
- Operators: `==`, `!=`, `>`, `>=`, `<`, `<=`
- `contains` checks substrings; `matches` checks regular expressions
- Simple `&&` / `||` is supported
- `jsonpath(value, "$.path")` and `jq(value, ".path")` support a **safe path-only subset**; no arbitrary script execution
- Leading/trailing spaces and quotes are trimmed before comparison
- Without a comparator, non-empty values that are not `false`, `0`, or `null` are treated as true
- Expressions, regexes, and JSONPath/JQ paths are statically validated before save
### 4.4 Nested field binding
Field bindings can read ordinary fields such as `output` or `message`, and also JSONPath/JQ-style paths:
| Binding | Meaning |
|---------|---------|
| `from=previous, field=$.status` | Read `status` from previous output |
| `from=outputs, field=$.scan.severity` | Read a nested field from named outputs |
| `from=node-1, field=.output.items[0]` | Read an array element from a specific node output |
---
@@ -175,6 +220,7 @@ Runs an LLM Agent task. Supports multiple modes.
| Input source | Template for upstream data | `{{previous.output}}` |
| Node instruction | Task description for this node | empty |
| Output variable name | Key written into `outputs` | `agent_result` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Message assembly:**
@@ -186,6 +232,7 @@ After execution:
- `previous.output` becomes this nodes response text
- If **Output variable name** is set, the value is also stored in `outputs[variable_name]`
- In the Eino graph, the Agent node is split into `prepare → execute → finalize` for clearer trace and future checkpointing
### 5.3 Tool
@@ -196,6 +243,7 @@ Calls an enabled MCP tool.
| MCP tool | Tool name (required) | — |
| Argument template | JSON with `{{...}}` templates | `{}` |
| Timeout (seconds) | Optional | empty |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
Example argument template:
@@ -212,6 +260,7 @@ Evaluates an expression and outputs `matched` (`true` / `false`).
| Field | Description | Default |
|-------|-------------|---------|
| Expression | Supports `{{...}}` and `==` / `!=` | `{{previous.output}} != ""` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Branching rules:**
@@ -229,12 +278,21 @@ Edge condition examples (select an edge, configure in the right panel):
### 5.5 HITL (human-in-the-loop)
Human approval checkpoint (currently record-only; marks `approved: true` and continues).
Human approval checkpoint. The run pauses before this node through Eino interrupt/checkpoint and resumes after approval via API or the monitor panel.
| Field | Description | Default |
|-------|-------------|---------|
| Prompt | Supports templates | `Please approve before continuing` |
| Prompt binding | If prompt text is empty, read approval text from a bound field | `previous.output` |
| Reviewer | `human` / `audit_agent` | `human` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
Pending HITL metadata records:
- `checkpointId`
- interrupt `beforeNodes`
- resume target / address / path
- resume payload schema (`approved`, `comment`)
### 5.6 Output
@@ -244,6 +302,8 @@ Writes the final workflow result into `outputs` for summary and chat display.
|-------|-------------|---------|
| Output variable name | Required key for the final result | `result` |
| Variable source | Template deciding what to write | `{{previous.output}}` |
| Static output value | Optional; overrides variable source when set | empty |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
**Note:** Output nodes are workflow exits and must not have outgoing edges.
@@ -254,6 +314,7 @@ Optional node for an end summary template (less common in role-bound flows).
| Field | Description | Default |
|-------|-------------|---------|
| Result template | Supports `{{outputs.xxx}}` | `{{outputs.result}}` |
| Join strategy | How to build `previous` when multiple upstreams enter this node | `all_merge` |
---
@@ -353,7 +414,80 @@ If no Output node is reached or no branch matches, `outputs` may be empty and th
---
## 9. Validation before save
## 9. Debugging, dry-run, and replay
### 9.1 Safe dry-run
Click **Dry run** on the canvas toolbar and enter a test message to simulate the workflow.
Dry-run safety rules:
- `start` / `condition` / `output` / `end` use real logic
- `tool` does not call MCP; it returns `[dry-run] tool call skipped`
- `agent` does not call the model; it returns `[dry-run] agent execution skipped`
- `hitl` does not pause; it simulates approval
API:
```http
POST /api/workflows/dry-run
```
Request:
```json
{
"graph": { "nodes": [], "edges": [], "config": {} },
"inputs": { "message": "ping" }
}
```
Response includes:
- `outputs`
- `nodeOutputs`
- `trace`
- `metrics`
- `replayScript`
### 9.2 Run details and replay
Query full node execution traces after a run:
```http
GET /api/workflows/runs/{runId}
```
The response contains `run` and `nodeRuns`. Each node run records:
- input snapshot
- output snapshot
- status / error
- started_at / finished_at
- `duration_ms`
Replay API:
```http
GET /api/workflows/runs/{runId}/replay
```
This generates replay steps from saved `nodeRuns`; it does not re-execute tools or Agents.
### 9.3 Metrics
The workflow accumulates, when available:
- `node_count`
- `duration_ms`
- `tool_call_count`
- Agent progress usage such as `prompt_tokens` / `completion_tokens` / `total_tokens` / `cost`
Token and cost metrics depend on whether the underlying model/Agent events report usage.
---
## 10. Validation before save
On save, the system checks:
@@ -363,13 +497,20 @@ On save, the system checks:
| Output node required | At least one `output` node with an output variable name |
| Valid edges | Source and target exist; no self-loops |
| Start has no incoming edges | Start must not be targeted |
| Output has no outgoing edges | Nothing after Output |
| Tool nodes | MCP tool must be selected |
| Condition nodes | Expression required; ideally 12 outgoing edges (yes/no) |
| Output / End has no outgoing edges | Nothing after Output / End |
| Non-start nodes must have incoming edges | Prevent orphan nodes |
| Non-output/end nodes must have outgoing edges | Prevent dead ends |
| No cycles | Workflow orchestration must be a DAG |
| Reachability | Every node must be reachable from Start and eventually reach output/end |
| Tool nodes | MCP tool required; argument JSON must be valid; timeout must be a positive integer |
| Agent nodes | Must have node instruction or input binding; output variable name required |
| Condition nodes | Expression required; 12 outgoing edges; branches must be yes/no and unique |
| Edge conditions | Expressions, regexes, and JSONPath/JQ paths must pass static validation |
| Join strategy | Must be `all_merge` / `last_by_canvas` / `first_non_empty` / `fail_fast` |
---
## 10. Troubleshooting
## 11. Troubleshooting
| Symptom | Likely cause | Fix |
|---------|--------------|-----|
@@ -379,25 +520,34 @@ On save, the system checks:
| No final output | Output node branch not reached | Verify condition wiring; ensure every path reaches an **Output** node |
| Role chat does not run workflow | Role not bound or disabled | Check `workflow_id`, `workflow_policy: auto`, workflow `enabled: true` |
| Tool node fails | Invalid JSON in arguments or tool disabled | Fix argument template; enable the tool in MCP settings |
| Save fails with invalid branch | Condition outgoing edges are not marked yes/no, or are duplicated | Select the edge and set branch to `true` or `false` |
| Multi-upstream result is unexpected | Join strategy does not match the workflow | Switch between `all_merge`, `first_non_empty`, `last_by_canvas`, and `fail_fast` |
| Nested field is empty | JSONPath/JQ path is outside the safe subset | Use `$.a.b[0]` or `.a.b[0]`; avoid wildcards, recursion, or expressions |
---
## 11. Best practices
## 12. Best practices
1. **Meaningful names**: Use descriptive output variable names (`scan_result`, `parsed_targets`) instead of reusing `agent_result` everywhere.
2. **Prefer `outputs` for cross-node data**: If a condition, tool, or HITL node might sit in between, use named variables.
3. **Use `previous` only for direct links**: `A → B` with nothing in between is the ideal case for `{{previous.output}}`.
4. **Conditions should reference source data**: When testing Agent output, use `{{outputs.xxx}}` unless the condition immediately follows that Agent.
5. **Every path needs an exit**: Ensure both yes and no branches eventually reach an **Output** node (or your intended end).
6. **Validate with a simple run**: Use fixed-string outputs to verify data flow before swapping in real business logic.
6. **Choose join strategy explicitly for multi-upstream nodes**: Use `all_merge` for aggregation, `first_non_empty` for fallback, and `fail_fast` for critical gates.
7. **Use JSONPath/JQ safe paths for nested JSON**: e.g. `jsonpath({{previous.output}}, "$.status") == "ok"`.
8. **Dry-run before real execution**: Validate data flow and branches with a simple message before binding the workflow to a role.
---
## 12. Code references (for developers)
## 13. Code references (for developers)
| Module | Path |
|--------|------|
| Execution engine | `internal/workflow/runner.go` |
| Eino compile / checkpoint / HITL | `internal/workflow/eino_compile.go` |
| Graph validation | `internal/workflow/validation.go` |
| Expressions / JSONPath / joins | `internal/workflow/expression.go`, `jsonpath.go`, `join.go` |
| Dry-run / replay data | `internal/workflow/dry_run.go`, `internal/handler/workflow_run.go` |
| Canvas UI | `web/static/js/workflows.js` |
| Workflow API | `internal/handler/workflow.go` |
| Role binding | `internal/config/config.go` (`workflow_id` field) |