Create multi_threaded_processed.py

multi_threaded_processed.py

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+from concurrent.futures import ThreadPoolExecutor
+import os
+import random
+import subprocess
+import timeit
+
+import datasets
+
+"""Example
+git init
+git remote add origin https://github.com/huggingface/evaluate.git
+git fetch --depth 2 origin 9b056cdd5eb95459ae80142014865263e7dd75b8
+# Get file after change
+git checkout FETCH_HEAD -- README.md
+# Get file before change
+git checkout FETCH_HEAD^ -- README.md
+"""
+
+# In the multiprocessing case, the below leads to each process creating the same directory
+# random = random.Random(42)  # make it reproducible
+
+NUM_THREADS = 16
+NUM_PROC = 64
+DEBUG_SIZE = 4096
+
+CWD = os.getcwd()
+
+# Shell utils
+def run_in_shell(cmd: str, cwd=None, timeout=60):
+    return subprocess.run([cmd], capture_output=True, shell=True, cwd=cwd, timeout=timeout)
+
+def get_file_contents(commit, old_file, new_file, repo, cwd=None):
+    completed = run_in_shell("git init", cwd=cwd)
+    completed = run_in_shell("git remote add origin " + repo, cwd=cwd)
+    completed = run_in_shell("git fetch --depth 2 origin " + commit, cwd=cwd)
+     # If it requires authentication
+    if completed.returncode != 0:
+        return ("", "")
+    # Optionally do git diff at the same time (Saving code needs to be added)
+    # git_diff = run_in_shell(f"git diff {commit}^ {commit}", cwd=cwd).stdout.decode(errors='ignore')
+    completed = run_in_shell("git checkout FETCH_HEAD -- " + new_file, cwd=cwd)
+    new_contents = run_in_shell("cat " + new_file, cwd=cwd).stdout.decode(errors='ignore')
+    completed = run_in_shell("git checkout FETCH_HEAD^ -- " + old_file, cwd=cwd)
+    # If there's only a new file, but no old file
+    if completed.returncode != 0:
+        return (new_contents, "")
+    old_contents = run_in_shell("cat " + old_file, cwd=cwd).stdout.decode(errors='ignore')
+    return (new_contents, old_contents)
+
+def get_diff(ex):
+    commit_id = ex["commit"]
+    repos = list(set(ex["repos"].split(",")))
+    old_file = ex["old_file"]
+    new_file = ex["new_file"]
+    for i, repo in enumerate(repos):
+        repo = "https://xxx:[email protected]/" + repo + ".git"
+        # Create a random directory to store the repo
+        random_dir = CWD + "/" + str(random.randint(0, 1000000))
+        # Can take very long when running many processes
+        run_in_shell("mkdir " + random_dir, timeout=300)
+        try:
+            new_contents, old_contents = get_file_contents(commit_id, old_file, new_file, repo, cwd=random_dir)
+        except Exception as e:
+            # Break in case of many repos that all lead us nowhere
+            if i > 10:
+                break
+            continue
+        finally:
+            run_in_shell("rm -rf " + random_dir) # clean up again
+        ex["new_contents"] = new_contents
+        ex["old_contents"] = old_contents
+        return ex
+    # If no repo worked
+    ex["new_contents"] = ""
+    ex["old_contents"] = ""
+    return ex
+
+def get_diff_multi_threaded_processed(batch):
+    with ThreadPoolExecutor(max_workers=NUM_THREADS) as executor:
+        # Convert dict of lists to list of dicts then map to threads
+        results = list(executor.map(get_diff, [dict(zip(batch,t)) for t in zip(*batch.values())]))
+        # Convert list of dicts to dict of lists
+        return {k: [dic[k] for dic in results] for k in results[0]}
+
+if __name__ == "__main__":
+    # git clone bigcode/github-commits
+    ds = datasets.load_dataset("./github-commits", use_auth_token=True)["train"]
+
+    ### OPTIONAL FILTERING ###
+    """
+    java = [".java"]
+    javascript = [
+        ".js",
+        "._js",
+        ".bones",
+        ".es6",
+        ".jake",
+        ".jsb",
+        ".jscad",
+        ".jsfl",
+        ".jsm",
+        ".jss",
+        ".njs",
+        ".pac",
+        ".sjs",
+        ".ssjs",
+        ".xsjs",
+        ".xsjslib"
+    ]
+    python = [
+        ".py",
+        ".bzl",
+        ".gyp",
+        ".lmi",
+        ".pyde",
+        ".pyp",
+        ".pyt",
+        ".pyw",
+        ".tac",
+        ".wsgi",
+        ".xpy"
+    ]
+
+    import json
+    with open("programming-languages.json", "r") as f:
+        extensions = json.load(f)
+    suffices = [suffix for suffices in extensions.values() for suffix in suffices]    
+    def filter_extension(ex):
+        splits = ex["new_file"].split(".")
+        if len(splits) == 1: return False
+        return "." + splits[-1] in suffices
+    def filter_extension_python(ex):
+        splits = ex["new_file"].split(".")
+        if len(splits) == 1: return False
+        splits = ex["new_file"].split(".")
+        return "." + splits[-1] in python
+    def filter_update(ex):
+        return ex["message"] != "Update " + ex["old_file"]
+
+    filter_msg = ["initial commit", "please\n", "please"]
+    
+    def filter_misc(ex):
+        return ex["message"] not in filter_msg
+    # Removes ~10M
+    ds = ds.filter(filter_extension, num_proc=NUM_PROC)
+    print("After Extension filter", len(ds))
+    # Removes ~1M
+    ds = ds.filter(filter_update, num_proc=NUM_PROC)
+    print("After Update filter", len(ds))
+    ds = ds.filter(filter_extension_python, num_proc=NUM_PROC)
+    print("After Python filter", len(ds))
+    ds = ds.filter(filter_misc, num_proc=NUM_PROC)
+    print("After Misc filter", len(ds))    
+    ds = ds.select(range(DEBUG_SIZE))
+    """
+    ### END FILTERING ###
+    
+    def run_multi_processing_threading():
+        ds.map(get_diff_multi_threaded_processed, num_proc=NUM_PROC, batch_size=NUM_THREADS, batched=True).to_json("mpt.jsonl")
+
+    NUM_TRIALS = 1
+    print(f"Timing multithreading + multiprocessing using {NUM_THREADS} threads and {NUM_PROC} processes")
+    time = timeit.timeit(stmt=run_multi_processing_threading, number=NUM_TRIALS)
+    print("Time:", time)
+    with open("mpt.txt", "w") as f:
+        f.write(str(time))
+    
+    #run_multi_processing_threading()
+
+
+