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Create main.py
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main.py
ADDED
@@ -0,0 +1,297 @@
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1 |
+
import os
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2 |
+
import subprocess
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3 |
+
#import openai
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4 |
+
from huggingface_hub import InferenceClient
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5 |
+
import gradio as gr
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6 |
+
import prompts
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7 |
+
client = InferenceClient(
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8 |
+
"mistralai/Mixtral-8x7B-Instruct-v0.1"
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9 |
+
)
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10 |
+
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11 |
+
from agent.prompts import (
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12 |
+
ACTION_PROMPT,
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13 |
+
ADD_PROMPT,
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14 |
+
COMPRESS_HISTORY_PROMPT,
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15 |
+
LOG_PROMPT,
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16 |
+
LOG_RESPONSE,
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17 |
+
MODIFY_PROMPT,
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18 |
+
PREFIX,
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19 |
+
READ_PROMPT,
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20 |
+
TASK_PROMPT,
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21 |
+
UNDERSTAND_TEST_RESULTS_PROMPT,
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22 |
+
)
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23 |
+
from agent.utils import parse_action, parse_file_content, read_python_module_structure
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24 |
+
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25 |
+
VERBOSE = False
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26 |
+
MAX_HISTORY = 100
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27 |
+
MODEL = "gpt-3.5-turbo" # "gpt-4"
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28 |
+
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29 |
+
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30 |
+
def run_gpt(
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31 |
+
prompt_template,
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32 |
+
stop_tokens,
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33 |
+
max_tokens,
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34 |
+
module_summary,
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35 |
+
purpose,
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36 |
+
**prompt_kwargs,
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37 |
+
):
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38 |
+
content = PREFIX.format(
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39 |
+
module_summary=module_summary,
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40 |
+
purpose=purpose,
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41 |
+
) + prompt_template.format(**prompt_kwargs)
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42 |
+
if VERBOSE:
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43 |
+
print(LOG_PROMPT.format(content))
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44 |
+
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45 |
+
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46 |
+
#formatted_prompt = format_prompt(f"{system_prompt}, {prompt}", history)
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47 |
+
stream = client.text_generation({"role": "system", "content": content}, **generate_kwargs, stream=True, details=True, return_full_text=False)["choices"][0]["message"]["content"]
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48 |
+
output = ""
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49 |
+
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50 |
+
'''
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51 |
+
resp = openai.ChatCompletion.create(
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52 |
+
model=MODEL,
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53 |
+
messages=[
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54 |
+
{"role": "system", "content": content},
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55 |
+
],
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56 |
+
temperature=0.0,
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57 |
+
max_tokens=max_tokens,
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58 |
+
stop=stop_tokens if stop_tokens else None,
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59 |
+
)["choices"][0]["message"]["content"]
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60 |
+
'''
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61 |
+
if VERBOSE:
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62 |
+
print(LOG_RESPONSE.format(resp))
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63 |
+
return resp
|
64 |
+
|
65 |
+
|
66 |
+
def compress_history(purpose, task, history, directory):
|
67 |
+
module_summary, _, _ = read_python_module_structure(directory)
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68 |
+
resp = run_gpt(
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69 |
+
COMPRESS_HISTORY_PROMPT,
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70 |
+
stop_tokens=["observation:", "task:", "action:", "thought:"],
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71 |
+
max_tokens=512,
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72 |
+
module_summary=module_summary,
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73 |
+
purpose=purpose,
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74 |
+
task=task,
|
75 |
+
history=history,
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76 |
+
)
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77 |
+
history = "observation: {}\n".format(resp)
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78 |
+
return history
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79 |
+
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80 |
+
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81 |
+
def call_main(purpose, task, history, directory, action_input):
|
82 |
+
module_summary, _, _ = read_python_module_structure(directory)
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83 |
+
resp = run_gpt(
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84 |
+
ACTION_PROMPT,
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85 |
+
stop_tokens=["observation:", "task:"],
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86 |
+
max_tokens=256,
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87 |
+
module_summary=module_summary,
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88 |
+
purpose=purpose,
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89 |
+
task=task,
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90 |
+
history=history,
|
91 |
+
)
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92 |
+
lines = resp.strip().strip("\n").split("\n")
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93 |
+
for line in lines:
|
94 |
+
if line == "":
|
95 |
+
continue
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96 |
+
if line.startswith("thought: "):
|
97 |
+
history += "{}\n".format(line)
|
98 |
+
elif line.startswith("action: "):
|
99 |
+
action_name, action_input = parse_action(line)
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100 |
+
history += "{}\n".format(line)
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101 |
+
return action_name, action_input, history, task
|
102 |
+
else:
|
103 |
+
assert False, "unknown action: {}".format(line)
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104 |
+
return "MAIN", None, history, task
|
105 |
+
|
106 |
+
|
107 |
+
def call_test(purpose, task, history, directory, action_input):
|
108 |
+
result = subprocess.run(
|
109 |
+
["python", "-m", "pytest", "--collect-only", directory],
|
110 |
+
capture_output=True,
|
111 |
+
text=True,
|
112 |
+
)
|
113 |
+
if result.returncode != 0:
|
114 |
+
history += "observation: there are no tests! Test should be written in a test folder under {}\n".format(
|
115 |
+
directory
|
116 |
+
)
|
117 |
+
return "MAIN", None, history, task
|
118 |
+
result = subprocess.run(
|
119 |
+
["python", "-m", "pytest", directory], capture_output=True, text=True
|
120 |
+
)
|
121 |
+
if result.returncode == 0:
|
122 |
+
history += "observation: tests pass\n"
|
123 |
+
return "MAIN", None, history, task
|
124 |
+
module_summary, content, _ = read_python_module_structure(directory)
|
125 |
+
resp = run_gpt(
|
126 |
+
UNDERSTAND_TEST_RESULTS_PROMPT,
|
127 |
+
stop_tokens=[],
|
128 |
+
max_tokens=256,
|
129 |
+
module_summary=module_summary,
|
130 |
+
purpose=purpose,
|
131 |
+
task=task,
|
132 |
+
history=history,
|
133 |
+
stdout=result.stdout[:5000], # limit amount of text
|
134 |
+
stderr=result.stderr[:5000], # limit amount of text
|
135 |
+
)
|
136 |
+
history += "observation: tests failed: {}\n".format(resp)
|
137 |
+
return "MAIN", None, history, task
|
138 |
+
|
139 |
+
|
140 |
+
def call_set_task(purpose, task, history, directory, action_input):
|
141 |
+
module_summary, content, _ = read_python_module_structure(directory)
|
142 |
+
task = run_gpt(
|
143 |
+
TASK_PROMPT,
|
144 |
+
stop_tokens=[],
|
145 |
+
max_tokens=64,
|
146 |
+
module_summary=module_summary,
|
147 |
+
purpose=purpose,
|
148 |
+
task=task,
|
149 |
+
history=history,
|
150 |
+
).strip("\n")
|
151 |
+
history += "observation: task has been updated to: {}\n".format(task)
|
152 |
+
return "MAIN", None, history, task
|
153 |
+
|
154 |
+
|
155 |
+
def call_read(purpose, task, history, directory, action_input):
|
156 |
+
if not os.path.exists(action_input):
|
157 |
+
history += "observation: file does not exist\n"
|
158 |
+
return "MAIN", None, history, task
|
159 |
+
module_summary, content, _ = read_python_module_structure(directory)
|
160 |
+
f_content = (
|
161 |
+
content[action_input] if content[action_input] else "< document is empty >"
|
162 |
+
)
|
163 |
+
resp = run_gpt(
|
164 |
+
READ_PROMPT,
|
165 |
+
stop_tokens=[],
|
166 |
+
max_tokens=256,
|
167 |
+
module_summary=module_summary,
|
168 |
+
purpose=purpose,
|
169 |
+
task=task,
|
170 |
+
history=history,
|
171 |
+
file_path=action_input,
|
172 |
+
file_contents=f_content,
|
173 |
+
).strip("\n")
|
174 |
+
history += "observation: {}\n".format(resp)
|
175 |
+
return "MAIN", None, history, task
|
176 |
+
|
177 |
+
|
178 |
+
def call_modify(purpose, task, history, directory, action_input):
|
179 |
+
if not os.path.exists(action_input):
|
180 |
+
history += "observation: file does not exist\n"
|
181 |
+
return "MAIN", None, history, task
|
182 |
+
(
|
183 |
+
module_summary,
|
184 |
+
content,
|
185 |
+
_,
|
186 |
+
) = read_python_module_structure(directory)
|
187 |
+
f_content = (
|
188 |
+
content[action_input] if content[action_input] else "< document is empty >"
|
189 |
+
)
|
190 |
+
resp = run_gpt(
|
191 |
+
MODIFY_PROMPT,
|
192 |
+
stop_tokens=["action:", "thought:", "observation:"],
|
193 |
+
max_tokens=2048,
|
194 |
+
module_summary=module_summary,
|
195 |
+
purpose=purpose,
|
196 |
+
task=task,
|
197 |
+
history=history,
|
198 |
+
file_path=action_input,
|
199 |
+
file_contents=f_content,
|
200 |
+
)
|
201 |
+
new_contents, description = parse_file_content(resp)
|
202 |
+
if new_contents is None:
|
203 |
+
history += "observation: failed to modify file\n"
|
204 |
+
return "MAIN", None, history, task
|
205 |
+
|
206 |
+
with open(action_input, "w") as f:
|
207 |
+
f.write(new_contents)
|
208 |
+
|
209 |
+
history += "observation: file successfully modified\n"
|
210 |
+
history += "observation: {}\n".format(description)
|
211 |
+
return "MAIN", None, history, task
|
212 |
+
|
213 |
+
|
214 |
+
def call_add(purpose, task, history, directory, action_input):
|
215 |
+
d = os.path.dirname(action_input)
|
216 |
+
if not d.startswith(directory):
|
217 |
+
history += "observation: files must be under directory {}\n".format(directory)
|
218 |
+
elif not action_input.endswith(".py"):
|
219 |
+
history += "observation: can only write .py files\n"
|
220 |
+
else:
|
221 |
+
if d and not os.path.exists(d):
|
222 |
+
os.makedirs(d)
|
223 |
+
if not os.path.exists(action_input):
|
224 |
+
module_summary, _, _ = read_python_module_structure(directory)
|
225 |
+
resp = run_gpt(
|
226 |
+
ADD_PROMPT,
|
227 |
+
stop_tokens=["action:", "thought:", "observation:"],
|
228 |
+
max_tokens=2048,
|
229 |
+
module_summary=module_summary,
|
230 |
+
purpose=purpose,
|
231 |
+
task=task,
|
232 |
+
history=history,
|
233 |
+
file_path=action_input,
|
234 |
+
)
|
235 |
+
new_contents, description = parse_file_content(resp)
|
236 |
+
if new_contents is None:
|
237 |
+
history += "observation: failed to write file\n"
|
238 |
+
return "MAIN", None, history, task
|
239 |
+
|
240 |
+
with open(action_input, "w") as f:
|
241 |
+
f.write(new_contents)
|
242 |
+
|
243 |
+
history += "observation: file successfully written\n"
|
244 |
+
history += "obsertation: {}\n".format(description)
|
245 |
+
else:
|
246 |
+
history += "observation: file already exists\n"
|
247 |
+
return "MAIN", None, history, task
|
248 |
+
|
249 |
+
|
250 |
+
NAME_TO_FUNC = {
|
251 |
+
"MAIN": call_main,
|
252 |
+
"UPDATE-TASK": call_set_task,
|
253 |
+
"MODIFY-FILE": call_modify,
|
254 |
+
"READ-FILE": call_read,
|
255 |
+
"ADD-FILE": call_add,
|
256 |
+
"TEST": call_test,
|
257 |
+
}
|
258 |
+
|
259 |
+
|
260 |
+
def run_action(purpose, task, history, directory, action_name, action_input):
|
261 |
+
if action_name == "COMPLETE":
|
262 |
+
exit(0)
|
263 |
+
|
264 |
+
# compress the history when it is long
|
265 |
+
if len(history.split("\n")) > MAX_HISTORY:
|
266 |
+
if VERBOSE:
|
267 |
+
print("COMPRESSING HISTORY")
|
268 |
+
history = compress_history(purpose, task, history, directory)
|
269 |
+
|
270 |
+
assert action_name in NAME_TO_FUNC
|
271 |
+
|
272 |
+
print("RUN: ", action_name, action_input)
|
273 |
+
return NAME_TO_FUNC[action_name](purpose, task, history, directory, action_input)
|
274 |
+
|
275 |
+
|
276 |
+
def run(purpose, directory, task=None):
|
277 |
+
history = ""
|
278 |
+
action_name = "UPDATE-TASK" if task is None else "MAIN"
|
279 |
+
action_input = None
|
280 |
+
while True:
|
281 |
+
print("")
|
282 |
+
print("")
|
283 |
+
print("---")
|
284 |
+
print("purpose:", purpose)
|
285 |
+
print("task:", task)
|
286 |
+
print("---")
|
287 |
+
print(history)
|
288 |
+
print("---")
|
289 |
+
|
290 |
+
action_name, action_input, history, task = run_action(
|
291 |
+
purpose,
|
292 |
+
task,
|
293 |
+
history,
|
294 |
+
directory,
|
295 |
+
action_name,
|
296 |
+
action_input,
|
297 |
+
)
|