add debug dir for prompts (#205)

* add debug dir for prompts

* add indent to dumps

* only wrap completion in debug mode

* fix mypy

.gitignore

@@ -191,3 +191,4 @@ yarn-error.log*
 # agent
 .envrc
 /workspace
+/debug

agenthub/langchains_agent/utils/prompts.py

@@ -128,7 +128,7 @@ class NewMonologue(BaseModel):
 
 def get_summarize_monologue_prompt(thoughts):
     prompt = PromptTemplate.from_template(MONOLOGUE_SUMMARY_PROMPT)
-    return prompt.format(monologue=json.dumps({'old_monologue': thoughts}))
+    return prompt.format(monologue=json.dumps({'old_monologue': thoughts}, indent=2))
 
 def get_request_action_prompt(
         task: str,
@@ -157,7 +157,7 @@ def get_request_action_prompt(
     prompt = PromptTemplate.from_template(ACTION_PROMPT)
     return prompt.format(
         task=task,
-        monologue=json.dumps(thoughts),
+        monologue=json.dumps(thoughts, indent=2),
         background_commands=bg_commands_message,
         hint=hint,
     )

opendevin/llm/llm.py

@@ -1,17 +1,35 @@
+import os
+import uuid
+
 from litellm import completion as litellm_completion
 from functools import partial
-import os
 
 DEFAULT_MODEL = os.getenv("LLM_MODEL", "gpt-4-0125-preview")
 DEFAULT_API_KEY = os.getenv("LLM_API_KEY")
+PROMPT_DEBUG_DIR = os.getenv("PROMPT_DEBUG_DIR", "")
 
 class LLM:
-    def __init__(self, model=DEFAULT_MODEL, api_key=DEFAULT_API_KEY):
+    def __init__(self, model=DEFAULT_MODEL, api_key=DEFAULT_API_KEY, debug_dir=PROMPT_DEBUG_DIR):
         self.model = model if model else DEFAULT_MODEL
         self.api_key = api_key if api_key else DEFAULT_API_KEY
-
+        self._debug_dir = debug_dir
+        self._debug_idx = 0
+        self._debug_id = uuid.uuid4().hex
         self._completion = partial(litellm_completion, model=self.model, api_key=self.api_key)
 
+        if self._debug_dir:
+            print(f"Logging prompts to {self._debug_dir}/{self._debug_id}")
+            completion_unwrapped = self._completion
+            def wrapper(*args, **kwargs):
+                if "messages" in kwargs:
+                    messages = kwargs["messages"]
+                else:
+                    messages = args[1]
+                resp = completion_unwrapped(*args, **kwargs)
+                message_back = resp['choices'][0]['message']['content']
+                self.write_debug(messages, message_back)
+                return resp
+            self._completion = wrapper # type: ignore
 
     @property
     def completion(self):
@@ -19,3 +37,19 @@ class LLM:
         Decorator for the litellm completion function.
         """
         return self._completion
+
+    def write_debug(self, messages, response):
+        if not self._debug_dir:
+            return
+        dir = self._debug_dir + "/" + self._debug_id + "/" + str(self._debug_idx)
+        os.makedirs(dir, exist_ok=True)
+        prompt_out = ""
+        for message in messages:
+            prompt_out += "<" + message["role"] + ">\n"
+            prompt_out += message["content"] + "\n\n"
+        with open(f"{dir}/prompt.md", "w") as f:
+            f.write(prompt_out)
+        with open(f"{dir}/response.md", "w") as f:
+            f.write(response)
+        self._debug_idx += 1
+