""" Copyright (c) 2025 by FlashInfer team. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import os import re import time from concurrent.futures import ThreadPoolExecutor, as_completed import requests # type: ignore[import-untyped] import shutil from .jit.core import logger from .jit.cubin_loader import ( FLASHINFER_CUBINS_REPOSITORY, get_cubin, FLASHINFER_CUBIN_DIR, ) import logging from contextlib import contextmanager @contextmanager def temp_env_var(key, value): old_value = os.environ.get(key, None) os.environ[key] = value try: yield finally: if old_value is None: os.environ.pop(key, None) else: os.environ[key] = old_value @contextmanager def patch_logger_for_tqdm(logger): """ Context manager to patch the logger so that log messages are displayed using tqdm.write, preventing interference with tqdm progress bars. """ import tqdm class TqdmLoggingHandler(logging.Handler): def emit(self, record): try: msg = self.format(record) tqdm.write(msg, end="\n") except Exception: self.handleError(record) # Save original handlers and level original_handlers = logger.handlers[:] original_level = logger.level # Remove all existing handlers to prevent duplicate output for h in original_handlers: logger.removeHandler(h) # Add our tqdm-aware handler handler = TqdmLoggingHandler() handler.setFormatter(logging.Formatter("%(levelname)s: %(message)s")) logger.addHandler(handler) logger.setLevel(logging.INFO) try: yield finally: # Remove tqdm handler and restore original handlers and level logger.removeHandler(handler) for h in original_handlers: logger.addHandler(h) logger.setLevel(original_level) def get_available_cubin_files(source, retries=3, delay=5, timeout=10): for attempt in range(1, retries + 1): try: response = requests.get(source, timeout=timeout) response.raise_for_status() hrefs = re.findall(r'\', response.text) files = [(h[9:-8], ".cubin") for h in hrefs] return files except requests.exceptions.RequestException as e: logger.warning( f"Fetching available files {source}: attempt {attempt} failed: {e}" ) if attempt < retries: logger.info(f"Retrying in {delay} seconds...") time.sleep(delay) else: logger.error("Max retries reached. Fetch failed.") return [] class ArtifactPath: TRTLLM_GEN_FMHA: str = "037e528e719ec3456a7d7d654f26b805e44c63b1/fmha/trtllm-gen/" TRTLLM_GEN_BMM: str = ( "037e528e719ec3456a7d7d654f26b805e44c63b1/batched_gemm-8704aa4-ba3b00d/" ) TRTLLM_GEN_GEMM: str = ( "037e528e719ec3456a7d7d654f26b805e44c63b1/gemm-8704aa4-f91dc9e/" ) CUDNN_SDPA: str = "4c623163877c8fef5751c9c7a59940cd2baae02e/fmha/cudnn/" DEEPGEMM: str = "d25901733420c7cddc1adf799b0d4639ed1e162f/deep-gemm/" class MetaInfoHash: TRTLLM_GEN_FMHA: str = ( "0ff77215b86997665cf75973e13cd2932f551d46b4e008f851d32d47e1d9560f" ) TRTLLM_GEN_BMM: str = ( "34bdfe7acfd49f5fb8b48e06d56e6a5ad88b951c730552f228fc5f614f7632a8" ) DEEPGEMM: str = "69aa277b7f3663ed929e73f9c57301792b8c594dac15a465b44a5d151b6a1d50" TRTLLM_GEN_GEMM: str = ( "0345358c916d990709f9670e113e93f35c76aa22715e2d5128ec2ca8740be5ba" ) def get_cubin_file_list(): cubin_files = [ (ArtifactPath.TRTLLM_GEN_FMHA + "include/flashInferMetaInfo", ".h"), (ArtifactPath.TRTLLM_GEN_GEMM + "include/flashinferMetaInfo", ".h"), (ArtifactPath.TRTLLM_GEN_BMM + "include/flashinferMetaInfo", ".h"), ] for kernel in [ ArtifactPath.TRTLLM_GEN_FMHA, ArtifactPath.TRTLLM_GEN_BMM, ArtifactPath.TRTLLM_GEN_GEMM, ArtifactPath.DEEPGEMM, ]: cubin_files += [ (kernel + name, extension) for name, extension in get_available_cubin_files( FLASHINFER_CUBINS_REPOSITORY + "/" + kernel ) ] return cubin_files def download_artifacts(): import tqdm with temp_env_var("FLASHINFER_CUBIN_CHECKSUM_DISABLED", "1"): cubin_files = get_cubin_file_list() num_threads = int(os.environ.get("FLASHINFER_CUBIN_DOWNLOAD_THREADS", "4")) pool = ThreadPoolExecutor(num_threads) futures = [] for name, extension in cubin_files: ret = pool.submit(get_cubin, name, "", extension) futures.append(ret) results = [] with ( patch_logger_for_tqdm(logger), tqdm(total=len(futures), desc="Downloading cubins") as pbar, ): for ret in as_completed(futures): result = ret.result() results.append(result) pbar.update(1) all_success = all(results) if not all_success: raise RuntimeError("Failed to download cubins") def get_artifacts_status(): """ Check which cubins are already downloaded and return (num_downloaded, total). Does not download any cubins. """ cubin_files = get_cubin_file_list() status = [] for name, extension in cubin_files: # get_cubin stores cubins in FLASHINFER_CUBIN_DIR with the same relative path # Remove any leading slashes from name rel_path = name.lstrip("/") local_path = os.path.join(FLASHINFER_CUBIN_DIR, rel_path) exists = os.path.isfile(local_path + extension) status.append((name, extension, exists)) return status def clear_cubin(): if os.path.exists(FLASHINFER_CUBIN_DIR): print(f"Clearing cubin directory: {FLASHINFER_CUBIN_DIR}") shutil.rmtree(FLASHINFER_CUBIN_DIR) else: print(f"Cubin directory does not exist: {FLASHINFER_CUBIN_DIR}")