More fixes
Browse files- components.py +66 -56
components.py
CHANGED
@@ -1,3 +1,4 @@
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import re
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from abc import ABC, abstractmethod
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from typing import Any, Dict, List, Union
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@@ -54,6 +55,7 @@ class TaskComponent(ABC):
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self._source = self.__class__.__name__
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def format_input(self, input: str, vars_in_scope: Dict[str, Any]) -> str:
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prompt_vars = [v for v in re.findall("{(.*?)}", input)]
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undefined_vars = prompt_vars - vars_in_scope.keys()
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if len(undefined_vars) > 0:
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@@ -133,7 +135,7 @@ class CodeTask(TaskComponent):
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label="The following packages will be installed",
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interactive=True,
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)
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self.
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label="Code to be executed",
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lines=10,
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interactive=True,
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@@ -157,7 +159,7 @@ class CodeTask(TaskComponent):
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outputs=[
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self.raw_output,
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self.packages,
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self.
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error_message,
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accordion,
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],
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@@ -170,62 +172,66 @@ class CodeTask(TaskComponent):
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import json
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raw_output = ""
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error_message = gr.HighlightedText.update(None, visible=False)
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accordion = gr.Accordion.update()
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if not code_prompt:
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return (
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-
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error_message,
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accordion,
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)
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print(f"Generating code.")
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try:
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raw_output =
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""",
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}
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],
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temperature=0,
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)
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extractions = ai.llm.next(
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[
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{
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"role": "user",
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"content": f"""
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The following text has a python function with some packages that might need to be installed:
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{raw_output}
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What is the pip install command to install the needed packages?
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Package names in the imports and in pip might be different. Use the correct pip names.
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Extract the imports and the function definition.
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Write a JSON:
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{{
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"pip": Pip command. If no packages, empty string.
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"script": A python script to be executed with exec(). Include only the imports and the function definition.
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}}
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```
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""",
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}
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],
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temperature=0,
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)
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parsed_output = json.loads(
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re.search("({.*})", extractions, re.DOTALL).group(0)
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)
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except Exception as e:
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import traceback
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@@ -236,30 +242,34 @@ class CodeTask(TaskComponent):
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accordion = gr.Accordion.update(open=True)
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return (
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raw_output,
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-
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error_message,
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accordion,
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)
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@property
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def inputs(self) -> List[gr.Textbox]:
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return [self.packages, self.
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def execute(
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self,
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):
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import inspect
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import subprocess
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import sys
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exec(function, locals())
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#
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if len(inspect.getfullargspec(self._toolkit_func)[0]) > 0:
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formatted_input = self.format_input(input, vars_in_scope)
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from concurrent.futures import ThreadPoolExecutor
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import re
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from abc import ABC, abstractmethod
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from typing import Any, Dict, List, Union
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self._source = self.__class__.__name__
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def format_input(self, input: str, vars_in_scope: Dict[str, Any]) -> str:
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input = input.strip()
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prompt_vars = [v for v in re.findall("{(.*?)}", input)]
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undefined_vars = prompt_vars - vars_in_scope.keys()
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if len(undefined_vars) > 0:
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label="The following packages will be installed",
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interactive=True,
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)
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self.script = gr.Textbox(
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label="Code to be executed",
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lines=10,
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interactive=True,
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outputs=[
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self.raw_output,
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self.packages,
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self.script,
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error_message,
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accordion,
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],
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import json
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raw_output = ""
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packages = ""
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script = ""
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error_message = gr.HighlightedText.update(None, visible=False)
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accordion = gr.Accordion.update()
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if not code_prompt:
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return (
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raw_output,
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packages,
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script,
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error_message,
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accordion,
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)
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def llm_call(prompt):
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return ai.llm.next([{"role": "user", "content": prompt}], temperature=0)
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print(f"Generating code.")
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try:
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raw_output = llm_call(
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f"""
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Write a python function for the following request:
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{code_prompt}
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Do't save anything to disk. Instead, the function should return the necessary data.
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Use pip packages where available.
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For example, make a google search, use the googlesearch-python package instead of scraping google.
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Include necessary imports.
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"""
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)
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with ThreadPoolExecutor() as executor:
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packages, script = tuple(
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executor.map(
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llm_call,
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[
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f"""
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The following text has a python function with some packages that might need to be installed:
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{raw_output}
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Find the packages that need to be installed with pip and get their corresponsing names in pip.
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Package names in the imports and in pip might be different. Use the correct pip names.
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Put them in a JSON:
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```
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{{
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"packages": Python list to be used with eval(). If no packages, empty list.
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}}
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```
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""",
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f"""
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The following text has a python function with some imports:
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{raw_output}
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Extract the imports and the function definition. Nothing else.
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""",
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],
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)
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)
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packages = json.loads(re.search("({.*})", packages, re.DOTALL).group(0))
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packages = packages["packages"]
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except Exception as e:
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import traceback
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accordion = gr.Accordion.update(open=True)
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return (
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raw_output,
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packages,
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script.replace("```python", "").replace("```", "").strip(),
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error_message,
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accordion,
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)
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@property
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def inputs(self) -> List[gr.Textbox]:
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return [self.packages, self.script, self.input]
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def execute(
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self, packages: str, function: str, input: str, vars_in_scope: Dict[str, Any]
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):
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import inspect
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import subprocess
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import sys
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function = function.strip()
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for p in eval(packages):
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subprocess.check_call([sys.executable, "-m", "pip", "install", p])
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exec(function, locals())
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# Looking for the last defined function
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for var in reversed(locals().values()):
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if callable(var):
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self._toolkit_func = var
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break
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if len(inspect.getfullargspec(self._toolkit_func)[0]) > 0:
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formatted_input = self.format_input(input, vars_in_scope)
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