Commit
·
4ef8025
1
Parent(s):
d492aea
Update multi_threaded_processed.py
Browse files- multi_threaded_processed.py +31 -27
multi_threaded_processed.py
CHANGED
@@ -19,9 +19,9 @@ git checkout FETCH_HEAD^ -- README.md
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# In the multiprocessing case, the below leads to each process creating the same directory
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# random = random.Random(42) # make it reproducible
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NUM_THREADS =
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NUM_PROC = 64
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DEBUG_SIZE =
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CWD = os.getcwd()
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@@ -35,6 +35,7 @@ def get_file_contents(commit, old_file, new_file, repo, cwd=None):
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completed = run_in_shell("git fetch --depth 2 origin " + commit, cwd=cwd)
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# If it requires authentication
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if completed.returncode != 0:
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return ("", "")
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# Optionally do git diff at the same time (Saving code needs to be added)
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# git_diff = run_in_shell(f"git diff {commit}^ {commit}", cwd=cwd).stdout.decode(errors='ignore')
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@@ -43,6 +44,7 @@ def get_file_contents(commit, old_file, new_file, repo, cwd=None):
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completed = run_in_shell("git checkout FETCH_HEAD^ -- " + old_file, cwd=cwd)
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# If there's only a new file, but no old file
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if completed.returncode != 0:
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return (new_contents, "")
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old_contents = run_in_shell("cat " + old_file, cwd=cwd).stdout.decode(errors='ignore')
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return (new_contents, old_contents)
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@@ -61,6 +63,7 @@ def get_diff(ex):
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try:
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new_contents, old_contents = get_file_contents(commit_id, old_file, new_file, repo, cwd=random_dir)
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except Exception as e:
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# Break in case of many repos that all lead us nowhere
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if i > 10:
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break
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@@ -83,11 +86,11 @@ def get_diff_multi_threaded_processed(batch):
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return {k: [dic[k] for dic in results] for k in results[0]}
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if __name__ == "__main__":
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# git clone bigcode/github-commits
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ds = datasets.load_dataset("./github-commits", use_auth_token=True)["train"]
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### OPTIONAL FILTERING ###
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"""
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java = [".java"]
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javascript = [
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".js",
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@@ -126,46 +129,47 @@ if __name__ == "__main__":
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extensions = json.load(f)
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suffices = [suffix for suffices in extensions.values() for suffix in suffices]
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def filter_extension(ex):
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return "." + splits[-1] in suffices
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def filter_extension_python(ex):
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splits = ex["new_file"].split(".")
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return "." + splits[-1] in python
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def filter_update(ex):
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return ex["message"] != "Update " + ex["old_file"]
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filter_msg = ["initial commit", "please\n", "please"]
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def filter_misc(ex):
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return ex["message"] not in filter_msg
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# Removes ~10M
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ds = ds.filter(filter_extension, num_proc=NUM_PROC)
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print("After Extension filter", len(ds))
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# Removes ~1M
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ds = ds.filter(filter_update, num_proc=NUM_PROC)
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print("After Update filter", len(ds))
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ds = ds.filter(filter_extension_python, num_proc=NUM_PROC)
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print("After Python filter", len(ds))
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ds = ds.filter(filter_misc, num_proc=NUM_PROC)
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print("After Misc filter", len(ds))
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ds = ds.select(range(DEBUG_SIZE))
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### END FILTERING ###
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def run_multi_processing_threading():
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ds.map(get_diff_multi_threaded_processed, num_proc=NUM_PROC, batch_size=NUM_THREADS, batched=True).to_json("mpt.jsonl")
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NUM_TRIALS = 1
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print(f"Timing multithreading + multiprocessing using {NUM_THREADS} threads and {NUM_PROC} processes")
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time = timeit.timeit(stmt=run_multi_processing_threading, number=NUM_TRIALS)
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print("Time:", time)
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with open("mpt.txt", "w") as f:
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#run_multi_processing_threading()
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# In the multiprocessing case, the below leads to each process creating the same directory
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# random = random.Random(42) # make it reproducible
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NUM_THREADS = 64
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NUM_PROC = 64
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# DEBUG_SIZE = 1024
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CWD = os.getcwd()
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completed = run_in_shell("git fetch --depth 2 origin " + commit, cwd=cwd)
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# If it requires authentication
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if completed.returncode != 0:
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#print("ERRORC1", completed)
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return ("", "")
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# Optionally do git diff at the same time (Saving code needs to be added)
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# git_diff = run_in_shell(f"git diff {commit}^ {commit}", cwd=cwd).stdout.decode(errors='ignore')
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completed = run_in_shell("git checkout FETCH_HEAD^ -- " + old_file, cwd=cwd)
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# If there's only a new file, but no old file
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if completed.returncode != 0:
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#print("ERRORC2", completed)
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return (new_contents, "")
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old_contents = run_in_shell("cat " + old_file, cwd=cwd).stdout.decode(errors='ignore')
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return (new_contents, old_contents)
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try:
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new_contents, old_contents = get_file_contents(commit_id, old_file, new_file, repo, cwd=random_dir)
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except Exception as e:
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#print("ERROR", commit_id, old_file, new_file, repo, str(random_dir), e)
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# Break in case of many repos that all lead us nowhere
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if i > 10:
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break
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return {k: [dic[k] for dic in results] for k in results[0]}
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if __name__ == "__main__":
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# git clone https://huggingface.co/datasets/bigcode/github-commits
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ds = datasets.load_dataset("./github-commits", use_auth_token=True)["train"]
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### OPTIONAL FILTERING ###
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#"""
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java = [".java"]
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javascript = [
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".js",
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extensions = json.load(f)
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suffices = [suffix for suffices in extensions.values() for suffix in suffices]
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def filter_extension(ex):
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return ex["new_file"].endswith(suffices)
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def filter_extension_python(ex):
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return ex["new_file"].endswith(python)
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def filter_update(ex):
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return ex["message"] != "Update " + ex["old_file"]
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filter_msg = ["initial commit", "please\n", "please", "lalala"]
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def filter_misc(ex):
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return ex["message"] not in filter_msg
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# Removes ~10M
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ds = ds.filter(filter_extension, num_proc=NUM_PROC)
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print("After Extension filter", len(ds))
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# Removes ~1M
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ds = ds.filter(filter_update, num_proc=NUM_PROC)
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print("After Update filter", len(ds))
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#ds = ds.filter(filter_extension_python, num_proc=NUM_PROC)
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#print("After Python filter", len(ds))
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ds = ds.filter(filter_misc, num_proc=NUM_PROC)
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print("After Misc filter", len(ds))
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#ds = ds.select(range(DEBUG_SIZE))
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START = 0 # Modify for each instance (0 - 7)
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samples_per_instance = 64 * 64 * 64 * 32 # 8_388_608
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select_start = START * samples_per_instance
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select_end = START * samples_per_instance + samples_per_instance
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ds = ds.select(range(select_start, select_end))
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print(f"Going from {select_start} till {select_end}")
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#"""
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### END FILTERING ###
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def run_multi_processing_threading():
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ds.map(get_diff_multi_threaded_processed, num_proc=NUM_PROC, batch_size=NUM_THREADS, batched=True).to_json("mpt.jsonl")
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#NUM_TRIALS = 1
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#print(f"Timing multithreading + multiprocessing using {NUM_THREADS} threads and {NUM_PROC} processes")
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#time = timeit.timeit(stmt=run_multi_processing_threading, number=NUM_TRIALS)
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#print("Time:", time)
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#with open("mpt.txt", "w") as f:
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# f.write(str(time))
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run_multi_processing_threading()
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