import os
import json
import httpx
import logging

logger = logging.getLogger(__name__)

GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
GEMINI_API_URL = f"https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash:generateContent?key={GEMINI_API_KEY}"

async def generate_change_summary(files: list) -> str:
    """
    Generate a concise summary of what changed in the PR using AI.
    """
    logger.info(f"📝 Generating change summary for {len(files)} files...")
    
    # Build a summary of changes
    changes_text = ""
    for f in files:
        status = f.get("status", "modified")
        filename = f.get("filename", "unknown")
        additions = f.get("additions", 0)
        deletions = f.get("deletions", 0)
        changes_text += f"- {status.upper()}: {filename} (+{additions}/-{deletions})\n"
    
    prompt = f"""You are a code reviewer. Summarize what changed in this pull request in 1-2 short sentences.
Focus on WHAT was changed, not HOW. Be concise and clear.

Files changed:
{changes_text}

Respond with ONLY the summary text (no markdown, no extra formatting):"""

    headers = {"Content-Type": "application/json"}
    payload = {
        "contents": [{"parts": [{"text": prompt}]}],
        "generationConfig": {
            "temperature": 0.5,
            "maxOutputTokens": 150
        }
    }

    try:
        async with httpx.AsyncClient(timeout=30.0) as client:
            response = await client.post(GEMINI_API_URL, headers=headers, json=payload)
            response.raise_for_status()
            data = response.json()
            summary = data["candidates"][0]["content"]["parts"][0]["text"].strip()
            logger.info(f"✅ Generated summary: {summary[:100]}...")
            return summary
    except Exception as e:
        logger.warning(f"⚠️  Failed to generate summary: {str(e)}")
        return f"Modified {len(files)} file(s)"

async def analyze_code(file_name: str, patch: str) -> list:
    """
    Analyze a single file diff using Google Gemini AI model.
    Returns a list of structured comments.
    """
    logger.info(f"🤖 Sending to Gemini AI: {file_name} ({len(patch)} chars)")
    
    prompt = f"""You are a senior code reviewer focused on finding REAL issues.

Review the following diff from `{file_name}` and provide feedback ONLY for:
- Security vulnerabilities
- Bugs or logic errors
- Performance issues
- Code that will break in production
- Missing error handling for critical operations
- Resource leaks (memory, connections, files)

DO NOT comment on:
- Code style or formatting
- Comments or documentation
- Variable naming (unless critically confusing)
- Minor suggestions or preferences
- Things that are already working fine

Respond ONLY with a JSON array (no markdown, no explanation):
[
  {{
    "line": 42,
    "severity": "high",
    "comment": "Potential SQL injection vulnerability - use parameterized queries"
  }}
]

Severity levels: "high" (critical bugs/security), "medium" (bugs/performance), "low" (minor issues)

If no REAL issues found, return an empty array: []

Code Diff:
{patch}
"""

    headers = {
        "Content-Type": "application/json"
    }

    payload = {
        "contents": [
            {
                "parts": [
                    {"text": prompt}
                ]
            }
        ],
        "generationConfig": {
            "temperature": 0.3,
            "maxOutputTokens": 2048
        }
    }

    try:
        async with httpx.AsyncClient(timeout=60.0) as client:
            logger.info("⏳ Waiting for Gemini response...")
            response = await client.post(GEMINI_API_URL, headers=headers, json=payload)
            response.raise_for_status()
            data = response.json()
            logger.info("✅ Gemini response received")

        # Extract text from Gemini response structure
        text_output = data["candidates"][0]["content"]["parts"][0]["text"].strip()
        logger.info(f"📄 Response length: {len(text_output)} chars")

        # Defensive: handle non-JSON outputs
        try:
            # Remove markdown code blocks if present
            if text_output.startswith("```json"):
                text_output = text_output.replace("```json", "").replace("```", "").strip()
            elif text_output.startswith("```"):
                text_output = text_output.replace("```", "").strip()
            
            parsed = json.loads(text_output)
            logger.info(f"✅ Parsed {len(parsed)} review comments")
            return parsed
        except Exception as e:
            logger.warning(f"⚠️  Failed to parse JSON, returning raw text: {str(e)}")
            logger.warning(f"Raw response: {text_output[:200]}")
            return [{"line": 1, "severity": "info", "comment": text_output}]
    except Exception as e:
        logger.error(f"❌ Gemini API error: {str(e)}")
        raise