Spaces:
Running
Running
File size: 10,985 Bytes
2129c29 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 | #!/usr/bin/env python3
"""
Command-line interface for NLProxy compression operations.
Enterprise-ready, async-compatible, and fully tested.
Author: IntelliDeep Labs Team
License: BSL 1.1
"""
from __future__ import annotations
import argparse
import asyncio
import json
import logging
import os
import sys
import textwrap
import time
from pathlib import Path
from typing import Any, Dict, List, Optional
try:
from rich.console import Console
from rich.table import Table
_RICH_AVAILABLE = True
except ImportError:
_RICH_AVAILABLE = False
Console = None
from nlproxy.core.restriction import Restriction
from nlproxy.service.compression import CompressionService
logger = logging.getLogger(__name__)
# =============================================================================
# CLI UTILITIES
# =============================================================================
def setup_logging(level: str = "INFO") -> None:
numeric_level = getattr(logging, level.upper(), logging.INFO)
logging.basicConfig(
level=numeric_level,
format="%(asctime)s [%(levelname)-8s] %(message)s",
datefmt="%H:%M:%S",
stream=sys.stderr,
)
def print_output(data: Any, format: str = "text", output_file: Optional[str] = None, quiet: bool = False) -> None:
if quiet and format == "text":
return
dest = sys.stdout
if output_file and output_file != "-":
dest = open(output_file, "w", encoding="utf-8")
try:
if format == "json":
json.dump(data, dest, indent=2, default=str)
dest.write("\n")
elif format == "jsonl":
if isinstance(data, list):
for item in data: dest.write(json.dumps(item, default=str) + "\n")
else:
dest.write(json.dumps(data, default=str) + "\n")
else:
if isinstance(data, dict):
for k, v in data.items(): dest.write(f"{k}: {v}\n")
elif isinstance(data, list):
for item in data: dest.write(f"{item}\n")
else:
dest.write(str(data) + ("\n" if not str(data).endswith("\n") else ""))
finally:
if output_file and output_file != "-":
dest.close()
def error_exit(message: str, code: int = 1, quiet: bool = False) -> None:
if not quiet:
if _RICH_AVAILABLE and Console: Console(stderr=True).print(f"[bold red]Error:[/bold red] {message}")
else: print(f"Error: {message}", file=sys.stderr)
sys.exit(code)
def success_exit(message: Optional[str] = None, quiet: bool = False) -> None:
if message and not quiet:
if _RICH_AVAILABLE and Console: Console().print(f"[bold green]✓[/bold green] {message}")
else: print(f"✓ {message}")
sys.exit(0)
# =============================================================================
# COMMAND: compress
# =============================================================================
def cmd_compress(args: argparse.Namespace) -> None:
setup_logging(args.log_level)
input_texts: List[str] = []
# 1. Resolve Input
if args.batch:
src = args.input_file if args.input_file else "-"
if src == "-":
input_texts = [line.strip() for line in sys.stdin if line.strip()]
else:
with open(src, "r", encoding="utf-8") as f:
input_texts = [line.strip() for line in f if line.strip()]
else:
if args.input_file:
if args.input_file == "-":
input_texts = [sys.stdin.read().strip()]
else:
with open(args.input_file, "r", encoding="utf-8") as f:
input_texts = [f.read().strip()]
elif args.input_text:
input_texts = [args.input_text]
else:
txt = sys.stdin.read().strip()
if not txt: error_exit("No input provided. Use --input, --input-text, or pipe to stdin.")
input_texts = [txt]
if not input_texts:
error_exit("No prompts to process.")
if not args.quiet:
logger.info(f"Initializing CompressionService (mode={args.mode})...")
# 2. Initialize Service
try:
service = CompressionService(
use_cache=not args.no_cache,
redis_url=args.redis_url or os.getenv("NLPROXY_REDIS_URL"),
privacy_mode=args.privacy_mode,
models_dir=Path(args.models_dir) if args.models_dir else None,
)
except Exception as e:
error_exit(f"Failed to initialize CompressionService: {e}")
# 3. Parse Manual Restrictions
manual_restrictions: Optional[List[Restriction]] = None
if args.restrictions:
try:
restrictions_data = json.loads(args.restrictions)
manual_restrictions = [Restriction(**r) for r in restrictions_data]
except (json.JSONDecodeError, TypeError) as e:
error_exit(f"Invalid restrictions JSON: {e}")
# 4. Execute Compression
results: List[Dict[str, Any]] = []
start_time = time.time()
if not args.quiet and len(input_texts) > 1:
logger.info(f"Processing {len(input_texts)} prompts...")
try:
results = asyncio.run(
asyncio.wait_for(
service.compress_batch_async(
texts=input_texts,
aggressiveness=args.aggressiveness,
mode=args.mode,
nli_active=args.nli_active,
language=args.language,
privacy_mode=args.privacy_mode,
),
timeout=args.timeout,
)
)
except asyncio.TimeoutError:
error_exit(f"Compression timed out after {args.timeout}s")
except Exception as e:
error_exit(f"Compression failed: {e}")
elapsed = time.time() - start_time
# 5. Format Output
if args.format == "text" and not args.batch:
output = results[0]["compressed_text"]
elif args.format == "text" and args.batch:
output = [r["compressed_text"] for r in results]
else:
output = results if (args.batch or args.format == "jsonl") else results[0]
if isinstance(output, dict):
output["_processing_time_ms"] = round(elapsed * 1000, 2)
output["_prompts_processed"] = len(results)
print_output(output, format=args.format, output_file=args.output_file, quiet=args.quiet)
# 6. Summary
if not args.quiet:
if _RICH_AVAILABLE and Console:
console = Console()
table = Table(title="NLProxy Compression Summary", show_lines=True)
table.add_column("Metric", style="cyan")
table.add_column("Value", style="green")
total_orig = sum(r.get("original_tokens", 0) for r in results)
total_comp = sum(r.get("compressed_tokens", 0) for r in results)
avg_ratio = sum(r.get("compression_ratio", 0) for r in results) / len(results) if results else 0
table.add_row("Prompts processed", str(len(results)))
table.add_row("Total tokens (original)", f"{total_orig:,}")
table.add_row("Total tokens (compressed)", f"{total_comp:,}")
table.add_row("Tokens saved", f"{total_orig - total_comp:,} ({avg_ratio:.1%} avg)")
table.add_row("Processing time", f"{elapsed:.2f}s")
table.add_row("Avg latency/prompt", f"{(elapsed / len(results) * 1000):.1f}ms" if results else "N/A")
console.print(table)
else:
print(f"\nProcessed {len(results)} prompt(s) in {elapsed:.2f}s", file=sys.stderr)
success_exit(quiet=args.quiet)
# =============================================================================
# PARSER (NO SUBPARSERS - FLAT STRUCTURE)
# =============================================================================
def create_parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser(
prog="nlproxy compress",
description="Compress prompt(s) using NLProxy's semantic pipeline.",
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog=textwrap.dedent("""
Examples:
nlproxy compress --input prueba.txt --output result.txt
nlproxy compress --input-text "Hola mundo" --mode code
cat prompts.txt | nlproxy compress --batch --format jsonl
"""),
)
# Input/Output (type=str avoids TextIOWrapper errors)
parser.add_argument("-i", "--input-text", type=str, help="Direct prompt text")
parser.add_argument("-f", "--input-file", "--input", type=str, dest="input_file", help="Path to input file (use '-' for stdin)")
parser.add_argument("-o", "--output-file", "--output", type=str, dest="output_file", help="Path to output file (use '-' for stdout)")
# Core Flags
parser.add_argument("--format", type=str, choices=["text", "json", "jsonl"], default="text", help="Output format")
parser.add_argument("-b", "--batch", action="store_true", help="Process multiple prompts (one per line)")
parser.add_argument("-a", "--aggressiveness", type=float, default=0.2, metavar="FLOAT", help="Compression aggressiveness: 0.0 to 1.0")
parser.add_argument("-m", "--mode", type=str, choices=["general", "code", "finance", "legal"], default=os.getenv("NLPROXY_DEFAULT_MODE", "general"), help="Domain mode")
parser.add_argument("--nli-active", action="store_true", help="Enable NLI-based semantic refinement")
parser.add_argument("-l", "--language", type=str, help="Language code for segmentation")
parser.add_argument("-p", "--privacy-mode", action="store_true", help="Enable strict PII handling")
parser.add_argument("--no-cache", action="store_true", help="Disable result caching")
parser.add_argument("--restrictions", type=str, help='JSON list of manual restrictions')
parser.add_argument("-t", "--timeout", type=int, default=60, metavar="SECONDS", help="Timeout per prompt in seconds")
# Global Pass-through
parser.add_argument("-v", "--verbose", action="store_const", const="DEBUG", dest="log_level", default="INFO", help="Enable verbose logging")
parser.add_argument("-q", "--quiet", action="store_true", help="Suppress non-essential output")
parser.add_argument("--redis-url", type=str, help="Redis URL for caching")
parser.add_argument("--models-dir", type=str, help="Directory containing pre-downloaded models")
return parser
def main(argv: Optional[List[str]] = None) -> int:
parser = create_parser()
args = parser.parse_args(argv)
try:
cmd_compress(args)
return 0
except KeyboardInterrupt:
error_exit("Interrupted by user", code=130, quiet=getattr(args, "quiet", False))
except BrokenPipeError:
sys.stderr.close()
return 0
except Exception as e:
error_exit(str(e), quiet=getattr(args, "quiet", False))
return 1
if __name__ == "__main__":
sys.exit(main())
|