Reformatting, fixing tests, adding basic RAG pipeline implementation

This commit is contained in:
Alex Selimov 2025-07-05 15:16:18 -04:00
parent a6cdbf1761
commit 24bfef99a2
12 changed files with 721 additions and 131 deletions

1
.python-version Normal file
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@ -0,0 +1 @@
3.13

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@ -3,13 +3,12 @@ name = "reviewllama"
version = "0.1.0"
description = "Add your description here"
readme = "README.md"
authors = [
{ name = "Alex Selimov", email = "alex@alexselimov.com" }
]
authors = [{ name = "Alex Selimov", email = "alex@alexselimov.com" }]
requires-python = ">=3.13"
dependencies = [
"gitpython>=3.1.44",
"langchain>=0.3.25",
"langchain-community>=0.3.25",
"langchain-ollama>=0.3.3",
"pytest>=8.4.0",
"rich>=14.0.0",
@ -21,3 +20,9 @@ reviewllama = "reviewllama:main"
[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
[tool.pyright]
include = ["src", "reviewllama"]
exclude = ["**/node_modules", "**/__pycache__"]
reportMissingImports = true
typeCheckingMode = "basic"

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@ -6,8 +6,12 @@ from typing import List, Optional
from reviewllama.git_diff import analyze_git_repository
from .configs import ReviewConfig, create_config_from_vars
from .logger import (log_git_analysis_result, log_git_analysis_start,
log_paths, log_review_start)
from .logger import (
log_git_analysis_result,
log_git_analysis_start,
log_paths,
log_review_start,
)
def normalize_server_url(url: str) -> str:
@ -75,7 +79,7 @@ def transform_namespace_to_config(namespace: argparse.Namespace) -> ReviewConfig
model=namespace.model,
server_url=normalize_server_url(namespace.server_url),
# TODO: Update this system prompt. Either allow the user to provide it or engineer our own for this.
"You are a helpful AI assistant",
system_prompt="You are a helpful AI assistant",
base_branch=namespace.base_branch,
)

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@ -1,4 +1,4 @@
from dataclasses import dataclass
from dataclasses import dataclass, field
from pathlib import Path
from typing import List
@ -7,9 +7,12 @@ from typing import List
class OllamaConfig:
"""Configuration for Ollama client."""
model: str
chat_model: str
embedding_model: str
base_url: str
system_prompt: str
# TODO: Update this to be a passed in value
temperature: float = field(default=0.7)
@dataclass(frozen=True)
@ -22,10 +25,20 @@ class ReviewConfig:
def create_ollama_config(
model: str, server_url: str, system_prompt: str
model: str,
server_url: str,
system_prompt: str,
temperature=0.7,
embedding_model="nomic-embed-text",
) -> OllamaConfig:
"""Create OllamaConfig with validated parameters."""
return OllamaConfig(model=model, base_url=server_url, system_prompt=system_prompt)
return OllamaConfig(
chat_model=model,
embedding_model=embedding_model,
base_url=server_url,
system_prompt=system_prompt,
temperature=temperature,
)
def create_review_config(
@ -43,7 +56,7 @@ def create_config_from_vars(
base_branch: str,
):
ollama_config = OllamaConfig(
model=model, base_url=server_url, system_prompt=system_prompt
chat_model=model, base_url=server_url, system_prompt=system_prompt
)
return create_review_config(paths, ollama_config, base_branch)

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@ -16,6 +16,7 @@ from rich.console import Console
@dataclass(frozen=True)
class GitDiff:
"""Represents a git diff with metadata."""
file_path: str
old_content: str
new_content: str
@ -26,6 +27,8 @@ class GitDiff:
@dataclass(frozen=True)
class GitAnalysis:
"""Complete git analysis result."""
repo: Repo
repository_path: Path
current_branch: str
base_branch: str
@ -59,6 +62,14 @@ def branch_exists(repo: Repo, branch_name: str) -> bool:
return False
def get_tracked_files(repo: Repo):
return [
entry.abspath
for entry in repo.commit().tree.traverse()
if Path(entry.abspath).is_file()
]
def get_base_branch(repo: Repo, requested_base: str) -> str:
"""Determine the base branch to compare against."""
# Try requested base first
@ -66,12 +77,14 @@ def get_base_branch(repo: Repo, requested_base: str) -> str:
return requested_base
# Fall back to common master branch names
common_masters = ['master', 'main', 'develop']
common_masters = ["master", "main", "develop"]
for branch in common_masters:
if branch_exists(repo, branch):
return branch
raise ValueError(f"Base branch '{requested_base}' not found and no common master branch exists")
raise ValueError(
f"Base branch '{requested_base}' not found and no common master branch exists"
)
def get_diff_between_branches(repo: Repo, base_branch: str, current_branch: str):
@ -81,17 +94,19 @@ def get_diff_between_branches(repo: Repo, base_branch: str, current_branch: str)
current_commit = repo.commit(current_branch)
return base_commit.diff(current_commit)
except GitCommandError as e:
raise ValueError(f"Failed to get diff between {base_branch} and {current_branch}: {e}")
raise ValueError(
f"Failed to get diff between {base_branch} and {current_branch}: {e}"
)
def determine_change_type(diff_item: Diff) -> str:
"""Determine the type of change from a diff item."""
if diff_item.new_file:
return 'added'
return "added"
elif diff_item.deleted_file:
return 'deleted'
return "deleted"
else:
return 'modified'
return "modified"
def extract_file_content(diff_item: Diff, is_old: bool = True) -> str:
@ -100,7 +115,7 @@ def extract_file_content(diff_item: Diff, is_old: bool = True) -> str:
blob = diff_item.a_blob if is_old else diff_item.b_blob
if blob is None:
return ""
return blob.data_stream.read().decode('utf-8', errors='ignore')
return blob.data_stream.read().decode("utf-8", errors="ignore")
except (UnicodeDecodeError, AttributeError):
return ""
@ -118,7 +133,7 @@ def create_git_diff(diff_item: Diff) -> GitDiff:
old_content=old_content,
new_content=new_content,
diff_text=diff_text,
change_type=change_type
change_type=change_type,
)
@ -132,9 +147,28 @@ def filter_reviewable_diffs(diffs: List[GitDiff]) -> List[GitDiff]:
# TODO: Update this to a more complete list of programming language extensions
reviewable_extensions = {
'.py', '.js', '.ts', '.java', '.cpp', '.c', '.h', '.hpp',
'.go', '.rs', '.rb', '.php', '.cs', '.swift', '.kt',
'.scala', '.clj', '.sh', '.sql', '.yml', '.yaml', '.json'
".py",
".js",
".ts",
".java",
".cpp",
".c",
".h",
".hpp",
".go",
".rs",
".rb",
".php",
".cs",
".swift",
".kt",
".scala",
".clj",
".sh",
".sql",
".yml",
".yaml",
".json",
}
def is_reviewable(diff: GitDiff) -> bool:
@ -155,10 +189,10 @@ def analyze_git_repository(path: Path, base_branch: str) -> GitAnalysis:
reviewable_diffs = filter_reviewable_diffs(all_diffs)
return GitAnalysis(
repo=repo,
repository_path=path,
current_branch=current_branch,
base_branch=resolved_base_branch,
diffs=reviewable_diffs,
total_files_changed=len(reviewable_diffs)
total_files_changed=len(reviewable_diffs),
)

101
src/reviewllama/llm.py Normal file
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@ -0,0 +1,101 @@
from dataclasses import dataclass
from pathlib import Path
from typing import Any
from langchain.memory import ConversationBufferMemory
from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
from langchain.schema import BaseMessage
from langchain_core.runnables import RunnableLambda
from langchain_core.runnables.base import RunnableSerializable
from langchain_core.runnables.passthrough import RunnablePassthrough
from langchain_core.vectorstores import VectorStoreRetriever
from langchain_ollama import ChatOllama
from reviewllama.vector_store import get_context_from_store
from .configs import OllamaConfig
@dataclass(frozen=True)
class ChatClient:
chain: RunnableSerializable[dict[str, Any], BaseMessage]
memory: ConversationBufferMemory
def get_last_response_or_none(self):
try:
return self.memory.chat_memory.messages[-1]
except IndexError:
return None
def create_chat_chain(
config: OllamaConfig,
) -> RunnableSerializable[dict[str, Any], BaseMessage]:
"""Create the chat chain for use by the code."""
llm = ChatOllama(
model=config.chat_model,
base_url=config.base_url,
temperature=config.temperature,
)
prompt = ChatPromptTemplate.from_messages(
[
("system", config.system_prompt),
MessagesPlaceholder("chat_history"),
("human", "Context\n{context}\n\nQuestion:\n{input}"),
]
)
def get_chat_history(inputs: dict) -> list:
"""Extract chat history from memory object."""
try:
return inputs["memory"].chat_memory.messages
except AttributeError:
return []
def get_context(inputs: dict) -> str:
"""Extract the RAG context from the input object"""
try:
return inputs["context"]
except AttributeError:
return ""
return (
RunnablePassthrough.assign(
chat_history=RunnableLambda(get_chat_history),
context=RunnableLambda(get_context),
)
| prompt
| llm
)
def create_memory():
return ConversationBufferMemory(memory_key="chat_history", return_messages=True)
def create_chat_client(config: OllamaConfig):
return ChatClient(
chain=create_chat_chain(config),
memory=create_memory(),
)
def chat_with_client(
client: ChatClient, message: str, retriever: VectorStoreRetriever | None = None
) -> ChatClient:
if retriever:
context = get_context_from_store(message, retriever)
else:
context = ""
response = client.chain.invoke(
{"input": message, "memory": client.memory, "context": context}
)
memory = client.memory
memory.chat_memory.add_user_message(message)
memory.chat_memory.add_ai_message(response.content)
return ChatClient(chain=client.chain, memory=memory)

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@ -25,7 +25,7 @@ def log_review_start(config: ReviewConfig) -> None:
f"ReviewLlama - Starting review of {len(config.paths)} path(s)",
style="bold",
)
console.print(f"Model: [cyan]{config.ollama.model}[/cyan]")
console.print(f"Model: [cyan]{config.ollama.chat_model}[/cyan]")
console.print(f"Server: [cyan]{config.ollama.base_url}[/cyan]")
console.print()

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@ -0,0 +1,19 @@
import socket
import requests
from reviewllama.configs import OllamaConfig
def is_ollama_available(config: OllamaConfig, timeout: int = 5) -> bool:
host, port = config.base_url.split(":")
try:
with socket.create_connection((host, port), timeout=timeout):
pass
# Then check if Ollama API is responding
response = requests.get(f"http://{host}:{port}/api/tags", timeout=timeout)
return response.status_code == 200
except (socket.error, requests.exceptions.RequestException, Exception):
return False

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@ -0,0 +1,28 @@
from pathlib import Path
from langchain_community.document_loaders import TextLoader
from langchain_community.vectorstores import FAISS
from langchain_core.documents.base import Document
from langchain_core.vectorstores import VectorStoreRetriever
from langchain_ollama.embeddings import OllamaEmbeddings
def documents_from_list(file_paths: list[Path | str]) -> list[Document]:
return [doc for file_path in file_paths for doc in TextLoader(file_path).load()]
def create_retriever(
file_paths: list[Path | str], embedding_model: str
) -> VectorStoreRetriever:
embeddings = OllamaEmbeddings(model=embedding_model)
vectorstore = FAISS.from_documents(documents_from_list(file_paths), embeddings)
return vectorstore.as_retriever()
def get_context_from_store(message: str, retriever: VectorStoreRetriever):
docs = retriever.get_relevant_documents(message)
return "\n\n".join([doc.page_content for doc in docs])
# TODO: Currently the vector store is reconstructed each time. Add logic for saving/updating the
# vector store instead of reconstructing it each time the code is executed.

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@ -8,13 +8,21 @@ from unittest.mock import Mock, PropertyMock, patch
import pytest
from git.exc import GitCommandError, InvalidGitRepositoryError
from reviewllama.git_diff import (GitAnalysis, GitDiff, analyze_git_repository,
branch_exists, create_git_diff,
determine_change_type, extract_file_content,
filter_reviewable_diffs, find_git_repository,
get_base_branch, get_current_branch_name,
get_diff_between_branches,
process_diff_items)
from reviewllama.git_diff import (
GitAnalysis,
GitDiff,
analyze_git_repository,
branch_exists,
create_git_diff,
determine_change_type,
extract_file_content,
filter_reviewable_diffs,
find_git_repository,
get_base_branch,
get_current_branch_name,
get_diff_between_branches,
process_diff_items,
)
# Fixtures
@ -55,7 +63,7 @@ def sample_git_diffs():
# Tests for find_git_repository
@patch('reviewllama.git_diff.Repo')
@patch("reviewllama.git_diff.Repo")
def test_find_git_repository_success(mock_repo_class):
"""Test successful git repository detection."""
mock_repo_instance = Mock()
@ -68,7 +76,7 @@ def test_find_git_repository_success(mock_repo_class):
assert result == mock_repo_instance
@patch('reviewllama.git_diff.Repo')
@patch("reviewllama.git_diff.Repo")
def test_find_git_repository_not_found(mock_repo_class):
"""Test git repository not found."""
mock_repo_class.side_effect = InvalidGitRepositoryError()
@ -112,7 +120,7 @@ def test_branch_exists_false(mock_repo):
# Tests for get_base_branch
@patch('reviewllama.git_diff.branch_exists')
@patch("reviewllama.git_diff.branch_exists")
def test_get_base_branch_requested_exists(mock_branch_exists, mock_repo):
"""Test get_base_branch returns requested branch when it exists."""
mock_branch_exists.return_value = True
@ -122,7 +130,7 @@ def test_get_base_branch_requested_exists(mock_branch_exists, mock_repo):
mock_branch_exists.assert_called_once_with(mock_repo, "develop")
@patch('reviewllama.git_diff.branch_exists')
@patch("reviewllama.git_diff.branch_exists")
def test_get_base_branch_fallback_to_master(mock_branch_exists, mock_repo):
"""Test get_base_branch falls back to master when requested not found."""
mock_branch_exists.side_effect = [False, True] # requested=False, master=True
@ -131,16 +139,20 @@ def test_get_base_branch_fallback_to_master(mock_branch_exists, mock_repo):
assert result == "master"
@patch('reviewllama.git_diff.branch_exists')
@patch("reviewllama.git_diff.branch_exists")
def test_get_base_branch_fallback_to_main(mock_branch_exists, mock_repo):
"""Test get_base_branch falls back to main when master not found."""
mock_branch_exists.side_effect = [False, False, True] # requested=False, master=False, main=True
mock_branch_exists.side_effect = [
False,
False,
True,
] # requested=False, master=False, main=True
result = get_base_branch(mock_repo, "nonexistent")
assert result == "main"
@patch('reviewllama.git_diff.branch_exists')
@patch("reviewllama.git_diff.branch_exists")
def test_get_base_branch_no_fallback_found(mock_branch_exists, mock_repo):
"""Test get_base_branch raises error when no fallback found."""
mock_branch_exists.return_value = False
@ -231,7 +243,9 @@ def test_extract_file_content_none_blob():
def test_extract_file_content_decode_error():
"""Test extracting content with decode error."""
diff = Mock()
diff.a_blob.data_stream.read.side_effect = UnicodeDecodeError("utf-8", b"", 0, 1, "error")
diff.a_blob.data_stream.read.side_effect = UnicodeDecodeError(
"utf-8", b"", 0, 1, "error"
)
result = extract_file_content(diff, is_old=True)
assert result == ""
@ -317,15 +331,20 @@ def test_filter_reviewable_diffs_empty():
# Tests for analyze_git_repository
@patch('reviewllama.git_diff.find_git_repository')
@patch('reviewllama.git_diff.get_current_branch_name')
@patch('reviewllama.git_diff.get_base_branch')
@patch('reviewllama.git_diff.get_diff_between_branches')
@patch('reviewllama.git_diff.process_diff_items')
@patch('reviewllama.git_diff.filter_reviewable_diffs')
@patch("reviewllama.git_diff.find_git_repository")
@patch("reviewllama.git_diff.get_current_branch_name")
@patch("reviewllama.git_diff.get_base_branch")
@patch("reviewllama.git_diff.get_diff_between_branches")
@patch("reviewllama.git_diff.process_diff_items")
@patch("reviewllama.git_diff.filter_reviewable_diffs")
def test_analyze_git_repository_success(
mock_filter, mock_process, mock_get_diff, mock_get_base,
mock_get_current, mock_find_repo, sample_git_diffs
mock_filter,
mock_process,
mock_get_diff,
mock_get_base,
mock_get_current,
mock_find_repo,
sample_git_diffs,
):
"""Test successful git repository analysis."""
# Setup mocks
@ -355,7 +374,7 @@ def test_analyze_git_repository_success(
mock_get_diff.assert_called_once_with(mock_repo, "master", "feature-branch")
@patch('reviewllama.git_diff.find_git_repository')
@patch("reviewllama.git_diff.find_git_repository")
def test_analyze_git_repository_not_found(mock_find_repo):
"""Test git repository analysis when repo not found."""
mock_find_repo.side_effect = ValueError("No git repository found")
@ -364,47 +383,3 @@ def test_analyze_git_repository_not_found(mock_find_repo):
with pytest.raises(ValueError, match="No git repository found"):
analyze_git_repository(path, "")
# Integration test
def test_git_diff_dataclass():
"""Test GitDiff dataclass creation and immutability."""
diff = GitDiff(
file_path="test.py",
old_content="old",
new_content="new",
diff_text="diff",
change_type="modified"
)
assert diff.file_path == "test.py"
assert diff.old_content == "old"
assert diff.new_content == "new"
assert diff.diff_text == "diff"
assert diff.change_type == "modified"
# Test immutability
with pytest.raises(AttributeError):
diff.file_path = "changed.py"
def test_git_diff_dataclass():
"""Test GitAnalysis dataclass creation and immutability."""
diffs = [GitDiff("test.py", "old", "new", "diff", "modified")]
analysis = GitAnalysis(
repository_path=Path("/project"),
current_branch="feature",
base_branch="master",
diffs=diffs,
total_files_changed=1
)
assert analysis.repository_path == Path("/project")
assert analysis.current_branch == "feature"
assert analysis.base_branch == "master"
assert len(analysis.diffs) == 1
assert analysis.total_files_changed == 1
# Test immutability
with pytest.raises(AttributeError):
analysis.current_branch = "changed"

35
tests/test_llm.py Normal file
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@ -0,0 +1,35 @@
"""
Unit tests for llm chat client functionality
"""
import pytest
from reviewllama.configs import create_ollama_config
from reviewllama.llm import chat_with_client, create_chat_client
from reviewllama.utilities import is_ollama_available
@pytest.fixture
def ollama_config():
return create_ollama_config(
"gemma3:4b", "localhost:11434", "You are a helpful assistant.", 0.0
)
@pytest.fixture
def chat_client(ollama_config):
return create_chat_client(ollama_config)
def test_chat_client(ollama_config, chat_client):
if not is_ollama_available(ollama_config):
pytest.skip("Local Ollama server is not available")
chat_client = chat_with_client(
chat_client, "Tell me your name and introduce yourself briefly"
)
response = chat_client.get_last_response_or_none()
assert response is not None
assert len(response.content) > 0
assert "gemma" in response.content.lower()

375
uv.lock generated
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