diff --git a/swe_bench/make_datasets/__init__.py b/swe_bench/make_datasets/__init__.py
new file mode 100644
index 0000000000..f12b94354a
--- /dev/null
+++ b/swe_bench/make_datasets/__init__.py
@@ -0,0 +1,3 @@
+# -*- coding: utf-8 -*-
+# @Author  : stellahong (stellahong@fuzhi.ai)
+# @Desc    :
diff --git a/swe_bench/make_datasets/make_dataset.py b/swe_bench/make_datasets/make_dataset.py
new file mode 100644
index 0000000000..ee4fc8c419
--- /dev/null
+++ b/swe_bench/make_datasets/make_dataset.py
@@ -0,0 +1,61 @@
+# -*- coding: utf-8 -*-
+# @Author  : stellahong (stellahong@fuzhi.ai)
+# @Desc    :
+import os
+from pathlib import Path
+
+from tqdm.auto import tqdm
+
+from data.inference.const import TESTBED
+from metagpt.logs import logger
+from swe_bench.make_datasets.make_instance import prompt_style_2_edits_only
+from swe_bench.utils.parse_diff import filter_changed_line
+from swe_bench.utils.repo_utils import EnvManager
+
+
+def reset_task_env(instance: dict = {}):
+    # reset the env via git reset and git checkout
+    env_manager = EnvManager(testbed=TESTBED)
+
+    patch = instance["patch"]
+    repo = instance["repo"]
+    instance["version"]
+    repo_prefix = repo.replace("/", "__")
+    repo_path = os.path.join(env_manager.testbed, repo_prefix)
+
+    if not os.path.exists(repo_path):
+        return patch, repo, None
+    os.chdir(repo_path)
+    if not env_manager.reset_task_env(instance=instance):
+        return patch, repo, None
+
+    return patch, repo, repo_path
+
+
+def reset_and_copy(instance: dict = {}):
+    patch, repo, repo_path = reset_task_env(instance)
+    if repo_path is None:
+        return
+    env_manager = EnvManager(testbed=TESTBED)
+    repo_prefix = repo.replace("/", "__")
+    version = instance["version"]
+    destination_path = os.path.join(repo_path, f"{repo_prefix}__{version}")
+    env_manager.copy_repo(source_path=repo_path, destination_path=destination_path)
+
+
+def make_oracle_collapsed_instance(instance):
+    # for each instance, reset task env
+    patch, repo, repo_path = reset_task_env(instance)
+    if repo_path is None:
+        return
+    file_changes = filter_changed_line(patch)
+    prompt = prompt_style_2_edits_only(instance, Path(repo_path), list(file_changes.keys()))
+    logger.info(prompt)
+    # todo: save output
+    return {}
+
+
+def make_oracle_collapsed_dataset(dataset):
+    for datum in tqdm(dataset, desc="Inference "):
+        make_oracle_collapsed_instance(instance=datum)
+    # todo: save output
diff --git a/swe_bench/make_datasets/make_instance.py b/swe_bench/make_datasets/make_instance.py
new file mode 100644
index 0000000000..d5c6f55abe
--- /dev/null
+++ b/swe_bench/make_datasets/make_instance.py
@@ -0,0 +1,193 @@
+from pathlib import Path
+
+import unidiff
+
+PATCH_EXAMPLE = """--- a/file.py
++++ b/file.py
+@@ -1,27 +1,35 @@
+ def euclidean(a, b):
+-    while b:
+-        a, b = b, a % b
+-    return a
++    if b == 0:
++        return a
++    return euclidean(b, a % b)
+
+
+ def bresenham(x0, y0, x1, y1):
+     points = []
+     dx = abs(x1 - x0)
+     dy = abs(y1 - y0)
+-    sx = 1 if x0 < x1 else -1
+-    sy = 1 if y0 < y1 else -1
+-    err = dx - dy
++    x, y = x0, y0
++    sx = -1 if x0 > x1 else 1
++    sy = -1 if y0 > y1 else 1
+
+-    while True:
+-        points.append((x0, y0))
+-        if x0 == x1 and y0 == y1:
+-            break
+-        e2 = 2 * err
+-        if e2 > -dy:
++    if dx > dy:
++        err = dx / 2.0
++        while x != x1:
++            points.append((x, y))
+             err -= dy
+-            x0 += sx
+-        if e2 < dx:
+-            err += dx
+-            y0 += sy
++            if err < 0:
++                y += sy
++                err += dx
++            x += sx
++    else:
++        err = dy / 2.0
++        while y != y1:
++            points.append((x, y))
++            err -= dx
++            if err < 0:
++                x += sx
++                err += dy
++            y += sy
+
++    points.append((x, y))
+     return points"""
+
+FULL_GENERATION_EXAMPLE = """[start of /src/this_file.py]
+import os
+
+def euclidean(a, b):
+    if b == 0:
+        return a
+    return euclidean(b, a % b)
+[end of /src/this_file.py]
+[start of /src/another_file.py]
+def bresenham(x0, y0, x1, y1):
+    points = []
+    dx = abs(x1 - x0)
+    dy = abs(y1 - y0)
+    x, y = x0, y0
+    sx = -1 if x0 > x1 else 1
+    sy = -1 if y0 > y1 else 1
+    if dx > dy:
+        err = dx / 2.0
+        while x != x1:
+            points.append((x, y))
+            err -= dy
+            if err < 0:
+                y += sy
+                err += dx
+            x += sx
+    else:
+        err = dy / 2.0
+        while y != y1:
+            points.append((x
+            err -= dx
+            if err < 0:
+                x += sx
+                err += dy
+            y += sy
+    points.append((x, y))
+    return points
+[end of /src/another_file.py]"""
+
+
+def add_lines_list(content):
+    content_with_lines = list()
+    for ix, line in enumerate(content.split("\n"), start=1):
+        content_with_lines.append(f"{ix} {line}")
+    return content_with_lines
+
+
+def add_lines(content):
+    return "\n".join(add_lines_list(content))
+
+
+def make_code_text(files_dict, add_line_numbers=True):
+    all_text = ""
+    for filename, contents in sorted(files_dict.items()):
+        all_text += f"[start of {filename}]\n"
+        if add_line_numbers:
+            all_text += add_lines(contents)
+        else:
+            all_text += contents
+        all_text += f"\n[end of {filename}]\n"
+    return all_text.strip("\n")
+
+
+def make_code_text_edits_only(files_dict, patch, root_path, add_line_numbers=True):
+    files = dict()
+    patch = unidiff.PatchSet(patch)
+    for patched_file in patch:
+        source_file = root_path / patched_file.source_file.split("a/", 1)[-1]
+        files[source_file] = list()
+        for hunk in patched_file:
+            start = hunk.source_start - 15
+            end = start + hunk.source_length + 15
+            files[source_file].append((start, end))
+    all_text = ""
+    for filename, content in files_dict.items():
+        # filename = str(filename)
+        all_text += f"[start of {filename}]\n"
+        content_with_lines = add_lines_list(content)
+        for start, end in files[filename]:
+            if start > 0:
+                all_text += "...\n"
+            all_text += "\n".join(content_with_lines[start:end])
+            all_text += "\n"
+            if end < len(content_with_lines):
+                all_text += "...\n"
+        all_text = all_text.strip("\n")
+        all_text += f"\n[end of {filename}]\n"
+    return all_text.strip("\n")
+
+
+def prompt_style_2_edits_only(instance, root_path, filenames):
+    premise = "You will be provided with a partial code base and an issue statement explaining a problem to resolve."
+
+    readmes = get_readme_files(root_path)
+    instance["readmes"] = ingest_files([root_path / readme for readme in readmes])
+
+    readmes_text = make_code_text(instance["readmes"])
+    instance["file_contents"] = ingest_files([root_path / filename for filename in filenames])
+    code_text = make_code_text_edits_only(instance["file_contents"], instance["patch"], root_path)
+    instructions = (
+        "I need you to solve this issue by generating a single patch file that I can apply "
+        + "directly to this repository using git apply. Please respond with a single patch "
+        + "file in the following format."
+    )
+    problem_statement = instance["problem_statement"]
+    final_text = [
+        premise,
+        "<issue>",
+        problem_statement,
+        "</issue>",
+        "<code>",
+        readmes_text,
+        code_text,
+        "</code>",
+        instructions,
+        "<patch>",
+        PATCH_EXAMPLE,
+        "</patch>",
+    ]
+    final_text = "\n".join(final_text)
+    return final_text
+
+
+def ingest_files(file_paths):
+    files_dict = dict()
+    for file_path in file_paths:
+        files_dict[file_path] = Path.read_text(file_path, encoding="utf-8")
+    return files_dict
+
+
+def get_readme_files(repo_path):
+    path = Path(repo_path)
+    # 检查文件名是否以 "readme" 开头，不区分大小写
+    files = [file.name for file in path.iterdir() if file.is_file() and file.name.lower().startswith("readme")]
+    return files
diff --git a/swe_bench/utils/repo_utils.py b/swe_bench/utils/repo_utils.py
new file mode 100644
index 0000000000..8bdf776058
--- /dev/null
+++ b/swe_bench/utils/repo_utils.py
@@ -0,0 +1,93 @@
+import os
+import shutil
+import subprocess
+from pathlib import Path
+from typing import Dict
+
+import git
+from git.exc import GitError
+
+from metagpt.logs import logger
+from metagpt.utils.exceptions import handle_exception
+
+KEY_INSTANCE_ID = "instance_id"
+RESET_FAILED = ">>>>> Reset Failed"
+
+
+class ExecWrapper:
+    def __init__(self, subprocess_args: Dict = None):
+        self.subprocess_args = subprocess_args or {}
+
+    @handle_exception(exception_type=subprocess.CalledProcessError)
+    def __call__(self, cmd, raise_error=True, **kwargs):
+        combined_args = {**self.subprocess_args, **kwargs}
+        output = subprocess.run(cmd, **combined_args)
+        return output
+
+
+class EnvManager:
+    def __init__(self, testbed):
+        shellenv = os.environ.copy()
+        self.testbed = testbed
+
+        self.exec = ExecWrapper(
+            subprocess_args={
+                "check": True,
+                "shell": False,
+                "capture_output": True,
+                "text": True,
+                "env": shellenv,
+            }
+        )
+
+    @handle_exception(exception_type=GitError)
+    def clone_repo(self, repo_name: str, path: str, token: str = None):
+        if token is None:
+            token = os.environ.get("GITHUB_TOKEN", "git")
+            if not token:
+                raise ValueError("GitHub token is required for cloning repositories.")
+
+        repo_url = f"https://{token}@github.com/swe-bench/{repo_name.replace('/', '__')}.git"
+        os.makedirs(path, exist_ok=True)
+
+        # Clone the repository
+        git.Repo.clone_from(repo_url, path)
+        logger.info(f"Repository '{repo_name}' cloned successfully.")
+
+    @handle_exception(exception_type=Exception)  # Using a broad exception type for the example
+    def copy_repo(self, source_path: str, destination_path: str):
+        if not os.path.isdir(source_path):
+            raise ValueError("Source path does not exist or is not a directory.")
+
+        os.makedirs(destination_path, exist_ok=True)
+
+        # Copy the repository
+        try:
+            shutil.copytree(
+                source_path, destination_path, dirs_exist_ok=True
+            )  # For Python 3.8+, dirs_exist_ok handles existing directories
+        except TypeError:
+            # Fallback for Python < 3.8, where dirs_exist_ok is not available
+            if os.listdir(destination_path):  # If destination is not empty
+                raise ValueError("Destination directory is not empty and dirs_exist_ok is not supported.")
+            shutil.copytree(source_path, destination_path)
+
+        logger.info(f"Repository contents from '{source_path}' copied successfully to '{destination_path}'.")
+
+    @handle_exception(exception_type=Exception, default_return=False)
+    def reset_task_env(self, instance: Dict):
+        """
+        Reset task environment + testbed and checkout base commit of given task instance
+        """
+        gitignore_path = Path(".gitignore")
+        if gitignore_path.exists():
+            self.exec(["git", "ls-files", "--ignored", "--exclude-standard", "-o", "-z"], raise_error=False)
+            # fixme: need detect platform and change this cmd
+            # self.exec(["xargs", "-0", "-r", "rm", "-rf"], input=gitignore_path.read_text())
+
+        self.exec(["git", "restore", "."])
+        self.exec(["git", "reset", "HEAD", "."])
+        self.exec(["git", "clean", "-fdx"])
+        self.exec(["git", "-c", "advice.detachedHead=false", "checkout", instance["base_commit"]])
+        logger.info(f"[{instance['instance_id']}] Reset task environment to {instance['base_commit']}")
+        return True
diff --git a/swe_bench/utils/utils.py b/swe_bench/utils/utils.py
new file mode 100644
index 0000000000..283fcaaae1
--- /dev/null
+++ b/swe_bench/utils/utils.py
@@ -0,0 +1,81 @@
+import json
+import os
+import re
+
+from metagpt.logs import logger
+
+
+def check_existing_ids(output_file):
+    existing_ids = set()
+    if os.path.exists(output_file):
+        with open(output_file, "r") as f:
+            for line in f:
+                data = json.loads(line)
+                instance_id = data["instance_id"]
+                existing_ids.add(instance_id)
+    logger.info(f"Read {len(existing_ids)} already completed ids from {output_file}")
+    return existing_ids
+
+
+def extract_diff(response):
+    """
+    Extracts the diff from a response formatted in different ways
+    """
+    if response is None:
+        return None
+    diff_matches = []
+    other_matches = []
+    pattern = re.compile(r"\<([\w-]+)\>(.*?)\<\/\1\>", re.DOTALL)
+    for code, match in pattern.findall(response):
+        if code in {"diff", "patch"}:
+            diff_matches.append(match)
+        else:
+            other_matches.append(match)
+    pattern = re.compile(r"```(\w+)?\n(.*?)```", re.DOTALL)
+    for code, match in pattern.findall(response):
+        if code in {"diff", "patch"}:
+            diff_matches.append(match)
+        else:
+            other_matches.append(match)
+    if diff_matches:
+        return diff_matches[0]
+    if other_matches:
+        return other_matches[0]
+    return response.split("</s>")[0]
+
+
+def extract_scripts_from_codetext(codetext: str):
+    """
+    Extracts Python script file names from a given text that contains multiple sections.
+    Each section starts with '[start of <script_name>.py]' and ends with '[end of <script_name>.py]'.
+
+    Parameters:
+    - codetext (str): A string that may contain multiple sections, each indicating the start of a Python script file.
+
+    Returns:
+    - list: A list of extracted Python script file names.
+
+    Example of codetext:
+    '''
+    [end of README.rst]
+    [start of sklearn/compose/_target.py]
+    ... file content ...
+    [end of sklearn/compose/_target.py]
+    [start of another_module/example.py]
+    ... file content ...
+    [end of another_module/example.py]
+    '''
+    """
+    script_names = []
+
+    # Match all occurrences of '[start of <script_name>.py]'
+    matches = re.findall(r"\[start of ([^\]]+\.py)\]", codetext)
+
+    if matches:
+        for script_name in matches:
+            print("Extracted script name:", script_name)
+            script_names.append(script_name)
+    else:
+        print("No script names found in the text.")
+
+    return script_names