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21
nanocode.py
21
nanocode.py
@@ -163,6 +163,7 @@ def run_bash(cmd: str) -> str:
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output_lines.append("\n(timed out after 30s)")
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output_lines.append("\n(timed out after 30s)")
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return "".join(output_lines).strip() or "(empty output)"
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return "".join(output_lines).strip() or "(empty output)"
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class CodingAssistant(dspy.Signature):
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class CodingAssistant(dspy.Signature):
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"""You are a concise coding assistant with access to sub agents."""
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"""You are a concise coding assistant with access to sub agents."""
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@@ -171,6 +172,7 @@ class CodingAssistant(dspy.Signature):
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desc="Your response to the user after completing the task"
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desc="Your response to the user after completing the task"
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)
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)
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class RLMCodingConfig(PrecompiledConfig):
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class RLMCodingConfig(PrecompiledConfig):
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max_iters: int = 50
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max_iters: int = 50
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lm: str = "openrouter/openai/gpt-5.2-codex"
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lm: str = "openrouter/openai/gpt-5.2-codex"
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@@ -197,6 +199,7 @@ class RLMCodingProgram(PrecompiledProgram):
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"grep_files": grep_files,
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"grep_files": grep_files,
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"run_bash": run_bash,
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"run_bash": run_bash,
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}
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}
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print("Config: ", self.config)
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self.lm = dspy.LM(
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self.lm = dspy.LM(
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model=self.config.lm,
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model=self.config.lm,
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@@ -204,13 +207,15 @@ class RLMCodingProgram(PrecompiledProgram):
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max_tokens=self.config.max_tokens,
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max_tokens=self.config.max_tokens,
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track_usage=self.config.track_usage,
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track_usage=self.config.track_usage,
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)
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)
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print(f"{BLUE}NEW LM: {self.lm.model}{RESET}")
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self.sub_lm = dspy.LM(
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self.sub_lm = dspy.LM(
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model=self.config.sub_lm,
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model=self.config.sub_lm,
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api_base=self.config.api_base,
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api_base=self.config.api_base,
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max_tokens=self.config.max_tokens,
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max_tokens=self.config.max_tokens,
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track_usage=self.config.track_usage,
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track_usage=self.config.track_usage,
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)
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)
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agent = dspy.RLM(
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print(f"{BLUE}NEW SUB LM: {self.sub_lm.model}{RESET}")
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self.agent = dspy.RLM(
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CodingAssistant,
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CodingAssistant,
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sub_lm=self.sub_lm,
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sub_lm=self.sub_lm,
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tools=self.tools,
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tools=self.tools,
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@@ -218,12 +223,12 @@ class RLMCodingProgram(PrecompiledProgram):
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max_iterations=self.config.max_iters,
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max_iterations=self.config.max_iters,
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verbose=self.config.verbose,
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verbose=self.config.verbose,
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)
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)
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self.agent.set_lm(self.lm)
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agent.set_lm(self.lm)
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self.agent = agent
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def forward(self, task: str) -> str:
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def forward(self, task: str) -> str:
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assert task, "Task cannot be empty"
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if not task:
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return dspy.Prediction(answer="No Task Given.")
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return self.agent(task=task)
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return self.agent(task=task)
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def get_tools(self):
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def get_tools(self):
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@@ -231,14 +236,14 @@ class RLMCodingProgram(PrecompiledProgram):
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def set_tool(self, name: str, tool: callable):
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def set_tool(self, name: str, tool: callable):
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self.tools[name] = tool
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self.tools[name] = tool
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self.reload_repl_tools()
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self.reload_repl()
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def remove_tool(self, name: str):
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def remove_tool(self, name: str):
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if name in self.tools:
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if name in self.tools:
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del self.tools[name]
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del self.tools[name]
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self.reload_repl_tools()
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self.reload_repl()
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def reload_repl_tools(
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def reload_repl(
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self,
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self,
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): # we need to create a new instance for tool mutations to be passed back into the REPL
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): # we need to create a new instance for tool mutations to be passed back into the REPL
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new_instance = dspy.RLM(
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new_instance = dspy.RLM(
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