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AI Automation Workflows

AI自动化工作流

Build automated AI workflows via inference.sh CLI.
AI Automation Workflows
通过inference.sh CLI构建自动化AI工作流。
AI Automation Workflows

Quick Start

快速开始

bash
curl -fsSL https://cli.inference.sh | sh && infsh login
bash
curl -fsSL https://cli.inference.sh | sh && infsh login

Simple automation: Generate daily image

简单自动化：生成每日图片

infsh app run falai/flux-dev --input '{ "prompt": "Inspirational quote background, minimalist design, date: '"$(date +%Y-%m-%d)"'" }'
undefined
infsh app run falai/flux-dev --input '{ "prompt": "Inspirational quote background, minimalist design, date: '"$(date +%Y-%m-%d)"'" }'
undefined

Automation Patterns

自动化模式

Pattern 1: Batch Processing

模式1：批量处理

Process multiple items with the same workflow.
bash
#!/bin/bash
使用同一工作流处理多个项目。
bash
#!/bin/bash

batch_images.sh - Generate images for multiple prompts

batch_images.sh - 为多个提示词生成图片

PROMPTS=( "Mountain landscape at sunrise" "Ocean waves at sunset" "Forest path in autumn" "Desert dunes at night" )
for prompt in "${PROMPTS[@]}"; do echo "Generating: $prompt" infsh app run falai/flux-dev --input "{ "prompt": "$prompt, professional photography, 4K" }" > "output_${prompt// /_}.json" sleep 2 # Rate limiting done
undefined
PROMPTS=( "Mountain landscape at sunrise" "Ocean waves at sunset" "Forest path in autumn" "Desert dunes at night" )
for prompt in "${PROMPTS[@]}"; do echo "Generating: $prompt" infsh app run falai/flux-dev --input "{ "prompt": "$prompt, professional photography, 4K" }" > "output_${prompt// /_}.json" sleep 2 # 速率限制 done
undefined

Pattern 2: Sequential Pipeline

模式2：顺序流水线

Chain multiple AI operations.
bash
#!/bin/bash
串联多个AI操作。
bash
#!/bin/bash

content_pipeline.sh - Full content creation pipeline

content_pipeline.sh - 完整内容创作流水线

TOPIC="AI in healthcare"
TOPIC="AI in healthcare"

Step 1: Research

步骤1：调研

echo "Researching..." RESEARCH=$(infsh app run tavily/search-assistant --input "{ "query": "$TOPIC latest developments" }")
echo "Researching..." RESEARCH=$(infsh app run tavily/search-assistant --input "{ "query": "$TOPIC latest developments" }")

Step 2: Write article

步骤2：撰写文章

echo "Writing article..." ARTICLE=$(infsh app run openrouter/claude-sonnet-45 --input "{ "prompt": "Write a 500-word blog post about $TOPIC based on: $RESEARCH" }")
echo "Writing article..." ARTICLE=$(infsh app run openrouter/claude-sonnet-45 --input "{ "prompt": "Write a 500-word blog post about $TOPIC based on: $RESEARCH" }")

Step 3: Generate image

步骤3：生成图片

echo "Generating image..." IMAGE=$(infsh app run falai/flux-dev --input "{ "prompt": "Blog header image for article about $TOPIC, modern, professional" }")
echo "Generating image..." IMAGE=$(infsh app run falai/flux-dev --input "{ "prompt": "Blog header image for article about $TOPIC, modern, professional" }")

Step 4: Generate social post

步骤4：生成社交帖子

echo "Creating social post..." SOCIAL=$(infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Write a Twitter thread (5 tweets) summarizing: $ARTICLE" }")
echo "Pipeline complete!"
undefined
echo "Creating social post..." SOCIAL=$(infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Write a Twitter thread (5 tweets) summarizing: $ARTICLE" }")
echo "Pipeline complete!"
undefined

Pattern 3: Parallel Processing

模式3：并行处理

Run multiple operations simultaneously.
bash
#!/bin/bash
同时运行多个操作。
bash
#!/bin/bash

parallel_generation.sh - Generate multiple assets in parallel

parallel_generation.sh - 并行生成多个资源

Start all jobs in background

在后台启动所有任务

infsh app run falai/flux-dev --input '{"prompt": "Hero image..."}' > hero.json & PID1=$!
infsh app run falai/flux-dev --input '{"prompt": "Feature image 1..."}' > feature1.json & PID2=$!
infsh app run falai/flux-dev --input '{"prompt": "Feature image 2..."}' > feature2.json & PID3=$!
infsh app run falai/flux-dev --input '{"prompt": "Hero image..."}' > hero.json & PID1=$!
infsh app run falai/flux-dev --input '{"prompt": "Feature image 1..."}' > feature1.json & PID2=$!
infsh app run falai/flux-dev --input '{"prompt": "Feature image 2..."}' > feature2.json & PID3=$!

Wait for all to complete

等待所有任务完成

wait $PID1 $PID2 $PID3 echo "All images generated!"
undefined
wait $PID1 $PID2 $PID3 echo "All images generated!"
undefined

Pattern 4: Conditional Workflow

模式4：条件工作流

Branch based on results.
bash
#!/bin/bash
根据结果分支处理。
bash
#!/bin/bash

conditional_workflow.sh - Process based on content analysis

conditional_workflow.sh - 根据内容分析结果处理

INPUT_TEXT="$1"
INPUT_TEXT="$1"

Analyze content

分析内容

ANALYSIS=$(infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Classify this text as: positive, negative, or neutral. Return only the classification.\n\n$INPUT_TEXT" }")
ANALYSIS=$(infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Classify this text as: positive, negative, or neutral. Return only the classification.\n\n$INPUT_TEXT" }")

Branch based on result

根据结果分支处理

case "$ANALYSIS" in positive) echo "Generating celebration image..." infsh app run falai/flux-dev --input '{"prompt": "Celebration, success, happy"}' ;; negative) echo "Generating supportive message..." infsh app run openrouter/claude-sonnet-45 --input "{ "prompt": "Write a supportive, encouraging response to: $INPUT_TEXT" }" ;; *) echo "Generating neutral acknowledgment..." ;; esac
undefined
case "$ANALYSIS" in positive) echo "Generating celebration image..." infsh app run falai/flux-dev --input '{"prompt": "Celebration, success, happy"}' ;; negative) echo "Generating supportive message..." infsh app run openrouter/claude-sonnet-45 --input "{ "prompt": "Write a supportive, encouraging response to: $INPUT_TEXT" }" ;; *) echo "Generating neutral acknowledgment..." ;; esac
undefined

Pattern 5: Retry with Fallback

模式5：带降级的重试机制

Handle failures gracefully.
bash
#!/bin/bash
优雅处理失败情况。
bash
#!/bin/bash

retry_workflow.sh - Retry failed operations

retry_workflow.sh - 重试失败操作

generate_with_retry() { local prompt="$1" local max_attempts=3 local attempt=1
while [ $attempt -le $max_attempts ]; do echo "Attempt $attempt..."
result=$(infsh app run falai/flux-dev --input "{\"prompt\": \"$prompt\"}" 2>&1)

if [ $? -eq 0 ]; then
  echo "$result"
  return 0
fi

echo "Failed, retrying..."
((attempt++))
sleep $((attempt * 2))  # Exponential backoff
done

Fallback to different model

echo "Falling back to alternative model..." infsh app run google/imagen-3 --input "{"prompt": "$prompt"}" }
generate_with_retry "A beautiful sunset over mountains"
undefined
generate_with_retry() { local prompt="$1" local max_attempts=3 local attempt=1
while [ $attempt -le $max_attempts ]; do echo "Attempt $attempt..."
result=$(infsh app run falai/flux-dev --input "{\"prompt\": \"$prompt\"}" 2>&1)

if [ $? -eq 0 ]; then
  echo "$result"
  return 0
fi

echo "Failed, retrying..."
((attempt++))
sleep $((attempt * 2))  # 指数退避
done

降级到其他模型

echo "Falling back to alternative model..." infsh app run google/imagen-3 --input "{"prompt": "$prompt"}" }
generate_with_retry "A beautiful sunset over mountains"
undefined

Scheduled Automation

定时自动化

Cron Job Setup

Cron任务配置

bash
undefined
bash
undefined

Edit crontab

编辑crontab

crontab -e
crontab -e

Daily content generation at 9 AM

每日9点生成内容

0 9 * * * /path/to/daily_content.sh >> /var/log/ai-automation.log 2>&1
0 9 * * * /path/to/daily_content.sh >> /var/log/ai-automation.log 2>&1

Weekly report every Monday at 8 AM

每周一8点生成周报

0 8 * * 1 /path/to/weekly_report.sh >> /var/log/ai-automation.log 2>&1
0 8 * * 1 /path/to/weekly_report.sh >> /var/log/ai-automation.log 2>&1

Every 6 hours: social media content

每6小时生成社交媒体内容

0 */6 * * * /path/to/social_content.sh >> /var/log/ai-automation.log 2>&1
undefined
0 */6 * * * /path/to/social_content.sh >> /var/log/ai-automation.log 2>&1
undefined

Daily Content Script

每日内容脚本

bash
#!/bin/bash
bash
#!/bin/bash

daily_content.sh - Run daily at 9 AM

daily_content.sh - 每日9点运行

DATE=$(date +%Y-%m-%d) OUTPUT_DIR="/output/$DATE" mkdir -p "$OUTPUT_DIR"
DATE=$(date +%Y-%m-%d) OUTPUT_DIR="/output/$DATE" mkdir -p "$OUTPUT_DIR"

Generate daily quote image

生成每日语录图片

infsh app run falai/flux-dev --input '{ "prompt": "Motivational quote background, minimalist, morning vibes" }' > "$OUTPUT_DIR/quote_image.json"
infsh app run falai/flux-dev --input '{ "prompt": "Motivational quote background, minimalist, morning vibes" }' > "$OUTPUT_DIR/quote_image.json"

Generate daily tip

生成每日小贴士

infsh app run openrouter/claude-haiku-45 --input '{ "prompt": "Give me one actionable productivity tip for today. Be concise." }' > "$OUTPUT_DIR/daily_tip.json"
infsh app run openrouter/claude-haiku-45 --input '{ "prompt": "Give me one actionable productivity tip for today. Be concise." }' > "$OUTPUT_DIR/daily_tip.json"

Post to social (optional)

发布到社交平台（可选）

infsh app run twitter/post-tweet --input "{...}"

infsh app run twitter/post-tweet --input "{...}"

echo "Daily content generated: $DATE"
undefined
echo "Daily content generated: $DATE"
undefined

Monitoring and Logging

监控与日志

Logging Wrapper

日志封装脚本

bash
#!/bin/bash
bash
#!/bin/bash

logged_workflow.sh - With comprehensive logging

logged_workflow.sh - 带全面日志记录的工作流

LOG_FILE="/var/log/ai-workflow-$(date +%Y%m%d).log"
log() { echo "[$(date '+%Y-%m-%d %H:%M:%S')] $1" | tee -a "$LOG_FILE" }
log "Starting workflow"
LOG_FILE="/var/log/ai-workflow-$(date +%Y%m%d).log"
log() { echo "[$(date '+%Y-%m-%d %H:%M:%S')] $1" | tee -a "$LOG_FILE" }
log "Starting workflow"

Track execution time

追踪执行时间

START_TIME=$(date +%s)
START_TIME=$(date +%s)

Run workflow

运行工作流

log "Generating image..." RESULT=$(infsh app run falai/flux-dev --input '{"prompt": "test"}' 2>&1) STATUS=$?
if [ $STATUS -eq 0 ]; then log "Success: Image generated" else log "Error: $RESULT" fi
END_TIME=$(date +%s) DURATION=$((END_TIME - START_TIME)) log "Completed in ${DURATION}s"
undefined
log "Generating image..." RESULT=$(infsh app run falai/flux-dev --input '{"prompt": "test"}' 2>&1) STATUS=$?
if [ $STATUS -eq 0 ]; then log "Success: Image generated" else log "Error: $RESULT" fi
END_TIME=$(date +%s) DURATION=$((END_TIME - START_TIME)) log "Completed in ${DURATION}s"
undefined

Error Alerting

错误告警

bash
#!/bin/bash
bash
#!/bin/bash

monitored_workflow.sh - With error alerts

monitored_workflow.sh - 带错误告警的工作流

run_with_alert() { local result result=$("$@" 2>&1) local status=$?
if [ $status -ne 0 ]; then # Send alert (webhook, email, etc.) curl -X POST "https://your-webhook.com/alert"
-H "Content-Type: application/json"
-d "{"error": "$result", "command": "$*"}" fi
echo "$result" return $status }
run_with_alert infsh app run falai/flux-dev --input '{"prompt": "test"}'
undefined
run_with_alert() { local result result=$("$@" 2>&1) local status=$?
if [ $status -ne 0 ]; then # 发送告警（Webhook、邮件等） curl -X POST "https://your-webhook.com/alert"
-H "Content-Type: application/json"
-d "{"error": "$result", "command": "$*"}" fi
echo "$result" return $status }
run_with_alert infsh app run falai/flux-dev --input '{"prompt": "test"}'
undefined

Python SDK Automation

Python SDK自动化

python
#!/usr/bin/env python3
python
#!/usr/bin/env python3

automation.py - Python-based workflow

automation.py - 基于Python的工作流

import subprocess import json from datetime import datetime from pathlib import Path
def run_infsh(app_id: str, input_data: dict) -> dict: """Run inference.sh app and return result.""" result = subprocess.run( ["infsh", "app", "run", app_id, "--input", json.dumps(input_data)], capture_output=True, text=True ) return json.loads(result.stdout) if result.returncode == 0 else None
def daily_content_pipeline(): """Generate daily content.""" date_str = datetime.now().strftime("%Y-%m-%d") output_dir = Path(f"output/{date_str}") output_dir.mkdir(parents=True, exist_ok=True)
# Generate image
image = run_infsh("falai/flux-dev", {
    "prompt": f"Daily inspiration for {date_str}, beautiful, uplifting"
})
(output_dir / "image.json").write_text(json.dumps(image))

# Generate caption
caption = run_infsh("openrouter/claude-haiku-45", {
    "prompt": "Write an inspiring caption for a daily motivation post. 2-3 sentences."
})
(output_dir / "caption.json").write_text(json.dumps(caption))

print(f"Generated content for {date_str}")
if name == "main": daily_content_pipeline()
undefined
import subprocess import json from datetime import datetime from pathlib import Path
def run_infsh(app_id: str, input_data: dict) -> dict: """运行inference.sh应用并返回结果。""" result = subprocess.run( ["infsh", "app", "run", app_id, "--input", json.dumps(input_data)], capture_output=True, text=True ) return json.loads(result.stdout) if result.returncode == 0 else None
def daily_content_pipeline(): """生成每日内容。""" date_str = datetime.now().strftime("%Y-%m-%d") output_dir = Path(f"output/{date_str}") output_dir.mkdir(parents=True, exist_ok=True)
# 生成图片
image = run_infsh("falai/flux-dev", {
    "prompt": f"Daily inspiration for {date_str}, beautiful, uplifting"
})
(output_dir / "image.json").write_text(json.dumps(image))

# 生成配文
caption = run_infsh("openrouter/claude-haiku-45", {
    "prompt": "Write an inspiring caption for a daily motivation post. 2-3 sentences."
})
(output_dir / "caption.json").write_text(json.dumps(caption))

print(f"Generated content for {date_str}")
if name == "main": daily_content_pipeline()
undefined

Workflow Templates

工作流模板

Content Calendar Automation

内容日历自动化

bash
#!/bin/bash
bash
#!/bin/bash

content_calendar.sh - Generate week of content

content_calendar.sh - 生成一周内容

TOPICS=("productivity" "wellness" "technology" "creativity" "leadership") DAYS=("Monday" "Tuesday" "Wednesday" "Thursday" "Friday")
for i in "${!DAYS[@]}"; do DAY=${DAYS[$i]} TOPIC=${TOPICS[$i]}
echo "Generating $DAY content about $TOPIC..."

Image

infsh app run falai/flux-dev --input "{ "prompt": "$TOPIC theme, $DAY motivation, social media style" }" > "content/${DAY}_image.json"

Caption

infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Write a $DAY motivation post about $TOPIC. Include hashtags." }" > "content/${DAY}_caption.json" done
undefined
TOPICS=("productivity" "wellness" "technology" "creativity" "leadership") DAYS=("Monday" "Tuesday" "Wednesday" "Thursday" "Friday")
for i in "${!DAYS[@]}"; do DAY=${DAYS[$i]} TOPIC=${TOPICS[$i]}
echo "Generating $DAY content about $TOPIC..."

生成图片

infsh app run falai/flux-dev --input "{ "prompt": "$TOPIC theme, $DAY motivation, social media style" }" > "content/${DAY}_image.json"

生成配文

infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Write a $DAY motivation post about $TOPIC. Include hashtags." }" > "content/${DAY}_caption.json" done
undefined

Data Processing Pipeline

数据处理流水线

bash
#!/bin/bash
bash
#!/bin/bash

data_processing.sh - Process and analyze data files

data_processing.sh - 处理并分析数据文件

INPUT_DIR="./data/raw" OUTPUT_DIR="./data/processed"
for file in "$INPUT_DIR"/*.txt; do filename=$(basename "$file" .txt)

Analyze content

infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Analyze this data and provide key insights in JSON format: $(cat $file)" }" > "$OUTPUT_DIR/${filename}_analysis.json"
done
undefined
INPUT_DIR="./data/raw" OUTPUT_DIR="./data/processed"
for file in "$INPUT_DIR"/*.txt; do filename=$(basename "$file" .txt)

分析内容

infsh app run openrouter/claude-haiku-45 --input "{ "prompt": "Analyze this data and provide key insights in JSON format: $(cat $file)" }" > "$OUTPUT_DIR/${filename}_analysis.json"
done
undefined

Best Practices

最佳实践

  1. Rate limiting - Add delays between API calls
  2. Error handling - Always check return codes
  3. Logging - Track all operations
  4. Idempotency - Design for safe re-runs
  5. Monitoring - Alert on failures
  6. Backups - Save intermediate results
  7. Timeouts - Set reasonable limits
  1. 速率限制 - 在API调用之间添加延迟
  2. 错误处理 - 始终检查返回码
  3. 日志记录 - 追踪所有操作
  4. 幂等性 - 设计支持安全重跑的工作流
  5. 监控 - 对失败情况触发告警
  6. 备份 - 保存中间结果
  7. 超时设置 - 设置合理的时间限制

Related Skills

相关技能

bash
undefined
bash
undefined

Content pipelines

内容流水线

npx skills add inference-sh/skills@ai-content-pipeline
npx skills add inference-sh/skills@ai-content-pipeline

RAG pipelines

RAG流水线

npx skills add inference-sh/skills@ai-rag-pipeline
npx skills add inference-sh/skills@ai-rag-pipeline

Social media automation

社交媒体自动化

npx skills add inference-sh/skills@ai-social-media-content
npx skills add inference-sh/skills@ai-social-media-content

Full platform skill

完整平台技能

npx skills add inference-sh/skills@inference-sh

Browse all apps: `infsh app list`
npx skills add inference-sh/skills@inference-sh

浏览所有应用：`infsh app list`