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import os
from typing import Coroutine, List, Union
from pydantic import BaseModel
from ..libs.llm import LLM
from ..models.main import Traceback, Range
from ..models.filesystem_edit import EditDiff, FileEdit
from ..models.filesystem import RangeInFile, RangeInFileWithContents
from ..core.observation import Observation, TextObservation, TracebackObservation
from ..libs.llm.prompt_utils import MarkdownStyleEncoderDecoder
from textwrap import dedent
from ..core.main import Step
from ..core.sdk import ContinueSDK, Models
from ..core.observation import Observation
import subprocess
from .core.core import DefaultModelEditCodeStep
from ..libs.util.calculate_diff import calculate_diff2
class SetupContinueWorkspaceStep(Step):
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return "Set up Continue workspace by adding a .continue directory"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
if not os.path.exists(os.path.join(await sdk.ide.getWorkspaceDirectory(), ".continue")):
await sdk.add_directory(".continue")
if not os.path.exists(os.path.join(await sdk.ide.getWorkspaceDirectory(), ".continue", "config.json")):
await sdk.add_file(".continue/config.json", dedent("""\
{
"allow_anonymous_telemetry": true
}"""))
class Policy(BaseModel):
pass
class RunPolicyUntilDoneStep(Step):
policy: "Policy"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
next_step = self.policy.next(sdk.config, sdk.history)
while next_step is not None:
observation = await sdk.run_step(next_step)
next_step = self.policy.next(sdk.config, sdk.history)
return observation
class FasterEditHighlightedCodeStep(Step):
user_input: str
hide = True
_completion: str = "Edit Code"
_edit_diffs: Union[List[EditDiff], None] = None
_prompt: str = dedent("""\
You will be given code to edit in order to perfectly satisfy the user request. All the changes you make must be described as replacements, which you should format in the following way:
FILEPATH
<FILE_TO_EDIT>
REPLACE_ME
<CODE_TO_REPLACE>
REPLACE_WITH
<CODE_TO_REPLACE_WITH>
where <CODE_TO_REPLACE> and <CODE_TO_REPLACE_WITH> can be multiple lines, but should be the mininum needed to make the edit. Be sure to maintain existing whitespace at the start of lines.
For example, if you want to replace the code `x = 1` with `x = 2` in main.py, you would write:
FILEPATH
main.py
REPLACE_ME
x = 1
REPLACE_WITH
x = 2
If you wanted to delete the code
```
def sum(a, b):
return a + b
```
in main.py, you would write:
FILEPATH
main.py
REPLACE_ME
def sum(a, b):
return a + b
REPLACE_WITH
You may need to make multiple edits; respond with exactly as many as needed.
Below is the code before changes:
{code}
This is the user request: "{user_input}"
Here is the description of changes to make:
""")
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return "Editing highlighted code"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
range_in_files = await sdk.ide.getHighlightedCode()
if len(range_in_files) == 0:
# Get the full contents of all open files
files = await sdk.ide.getOpenFiles()
contents = {}
for file in files:
contents[file] = await sdk.ide.readFile(file)
range_in_files = [RangeInFile.from_entire_file(
filepath, content) for filepath, content in contents.items()]
rif_with_contents = []
for range_in_file in range_in_files:
file_contents = await sdk.ide.readRangeInFile(range_in_file)
rif_with_contents.append(
RangeInFileWithContents.from_range_in_file(range_in_file, file_contents))
enc_dec = MarkdownStyleEncoderDecoder(rif_with_contents)
code_string = enc_dec.encode()
prompt = self._prompt.format(
code=code_string, user_input=self.user_input)
rif_dict = {}
for rif in rif_with_contents:
rif_dict[rif.filepath] = rif.contents
completion = await sdk.models.gpt35.complete(prompt)
# Temporarily doing this to generate description.
self._prompt = prompt
self._completion = completion
print(completion)
# ALTERNATIVE DECODING STEP HERE
raw_file_edits = []
lines = completion.split("\n")
current_edit = {}
status = "FILEPATH"
for i in range(0, len(lines)):
line = lines[i]
if line == "FILEPATH":
if "FILEPATH" in current_edit:
raw_file_edits.append(current_edit)
current_edit = {}
status = "FILEPATH"
elif line == "REPLACE_ME":
status = "REPLACE_ME"
elif line == "REPLACE_WITH":
status = "REPLACE_WITH"
elif status == "FILEPATH":
current_edit["filepath"] = line
elif status == "REPLACE_ME":
if "replace_me" in current_edit:
current_edit["replace_me"] += "\n" + line
else:
current_edit["replace_me"] = line
elif status == "REPLACE_WITH":
if "replace_with" in current_edit:
current_edit["replace_with"] += "\n" + line
else:
current_edit["replace_with"] = line
if "filepath" in current_edit:
raw_file_edits.append(current_edit)
file_edits = []
for edit in raw_file_edits:
filepath = edit["filepath"]
replace_me = edit["replace_me"]
replace_with = edit["replace_with"]
file_edits.append(
FileEdit(filepath=filepath, range=Range.from_lines_snippet_in_file(content=rif_dict[filepath], snippet=replace_me), replacement=replace_with))
# ------------------------------
self._edit_diffs = []
for file_edit in file_edits:
diff = await sdk.apply_filesystem_edit(file_edit)
self._edit_diffs.append(diff)
for filepath in set([file_edit.filepath for file_edit in file_edits]):
await sdk.ide.saveFile(filepath)
await sdk.ide.setFileOpen(filepath)
return None
class StarCoderEditHighlightedCodeStep(Step):
user_input: str
name: str = "Editing Code"
hide = False
_prompt: str = "<commit_before>{code}<commit_msg>{user_request}<commit_after>"
_prompt_and_completion: str = ""
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return await models.gpt35.complete(f"{self._prompt_and_completion}\n\nPlease give brief a description of the changes made above using markdown bullet points:")
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
range_in_files = await sdk.ide.getHighlightedCode()
found_highlighted_code = len(range_in_files) > 0
if not found_highlighted_code:
# Get the full contents of all open files
files = await sdk.ide.getOpenFiles()
contents = {}
for file in files:
contents[file] = await sdk.ide.readFile(file)
range_in_files = [RangeInFile.from_entire_file(
filepath, content) for filepath, content in contents.items()]
rif_with_contents = []
for range_in_file in range_in_files:
file_contents = await sdk.ide.readRangeInFile(range_in_file)
rif_with_contents.append(
RangeInFileWithContents.from_range_in_file(range_in_file, file_contents))
rif_dict = {}
for rif in rif_with_contents:
rif_dict[rif.filepath] = rif.contents
for rif in rif_with_contents:
prompt = self._prompt.format(
code=rif.contents, user_request=self.user_input)
if found_highlighted_code:
full_file_contents = await sdk.ide.readFile(rif.filepath)
segs = full_file_contents.split(rif.contents)
prompt = f"<file_prefix>{segs[0]}<file_suffix>{segs[1]}" + prompt
completion = str(await sdk.models.starcoder.complete(prompt))
eot_token = "<|endoftext|>"
completion = completion.removesuffix(eot_token)
if found_highlighted_code:
rif.contents = segs[0] + rif.contents + segs[1]
completion = segs[0] + completion + segs[1]
self._prompt_and_completion += prompt + completion
edits = calculate_diff2(
rif.filepath, rif.contents, completion.removesuffix("\n"))
for edit in edits:
await sdk.ide.applyFileSystemEdit(edit)
# await sdk.ide.applyFileSystemEdit(
# FileEdit(filepath=rif.filepath, range=rif.range, replacement=completion))
await sdk.ide.saveFile(rif.filepath)
await sdk.ide.setFileOpen(rif.filepath)
class EditHighlightedCodeStep(Step):
user_input: str
hide = True
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return "Editing code"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
range_in_files = await sdk.ide.getHighlightedCode()
if len(range_in_files) == 0:
# Get the full contents of all open files
files = await sdk.ide.getOpenFiles()
contents = {}
for file in files:
contents[file] = await sdk.ide.readFile(file)
range_in_files = [RangeInFile.from_entire_file(
filepath, content) for filepath, content in contents.items()]
await sdk.run_step(DefaultModelEditCodeStep(user_input=self.user_input, range_in_files=range_in_files))
class FindCodeStep(Step):
prompt: str
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return "Finding code"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
return await sdk.ide.getOpenFiles()
class UserInputStep(Step):
user_input: str
class SolveTracebackStep(Step):
traceback: Traceback
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return f"```\n{self.traceback.full_traceback}\n```"
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
prompt = dedent("""I ran into this problem with my Python code:
{traceback}
Below are the files that might need to be fixed:
{code}
This is what the code should be in order to avoid the problem:
""").format(traceback=self.traceback.full_traceback, code="{code}")
range_in_files = []
for frame in self.traceback.frames:
content = await sdk.ide.readFile(frame.filepath)
range_in_files.append(
RangeInFile.from_entire_file(frame.filepath, content))
await sdk.run_step(EditCodeStep(
range_in_files=range_in_files, prompt=prompt))
return None
class EmptyStep(Step):
hide: bool = True
async def describe(self, models: Models) -> Coroutine[str, None, None]:
return ""
async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]:
pass
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