From d1b35f2db35ed40159632107a3bfd4970e687f9a Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 09:34:43 +0400
Subject: [PATCH 1/6] fix(project): prepare for dockerization, fix linter
 issues, add actions

---
 .github/workflows/build_and_deploy.yml        |  59 +++++
 .github/workflows/lint.yml                    |  37 +++
 pyproject.toml                                |  59 ++++-
 src/{ => flare_ai_consensus}/__init__.py      |   0
 src/{ => flare_ai_consensus}/config.py        |   0
 .../consensus/__init__.py                     |   0
 .../consensus/aggregator.py                   |  20 +-
 .../consensus/config.py                       |   0
 .../consensus/consensus.py                    |  16 +-
 src/{ => flare_ai_consensus}/input.json       |   0
 src/{ => flare_ai_consensus}/main.py          |  12 +-
 .../router/__init__.py                        |   0
 .../router/async_requests.py                  |   5 +-
 .../router/base_client.py                     |  46 ++--
 src/{ => flare_ai_consensus}/router/client.py |  14 +-
 .../router/requests.py                        |   2 +-
 .../utils/__init__.py                         |   0
 src/{ => flare_ai_consensus}/utils/loader.py  |   8 +-
 .../utils/openrouter.py                       |   0
 src/{ => flare_ai_consensus}/utils/parser.py  |   0
 src/{ => flare_ai_consensus}/utils/saver.py   |   2 +-
 tests/chat_completion.py                      |  23 +-
 tests/completion.py                           |  16 +-
 tests/credits.py                              |   4 +-
 tests/model_endpoints.py                      |   8 +-
 tests/models.py                               |   6 +-
 tests/working_models.py                       |  43 ++--
 uv.lock                                       | 212 ++++++++++--------
 28 files changed, 397 insertions(+), 195 deletions(-)
 create mode 100644 .github/workflows/build_and_deploy.yml
 create mode 100644 .github/workflows/lint.yml
 rename src/{ => flare_ai_consensus}/__init__.py (100%)
 rename src/{ => flare_ai_consensus}/config.py (100%)
 rename src/{ => flare_ai_consensus}/consensus/__init__.py (100%)
 rename src/{ => flare_ai_consensus}/consensus/aggregator.py (79%)
 rename src/{ => flare_ai_consensus}/consensus/config.py (100%)
 rename src/{ => flare_ai_consensus}/consensus/consensus.py (88%)
 rename src/{ => flare_ai_consensus}/input.json (100%)
 rename src/{ => flare_ai_consensus}/main.py (88%)
 rename src/{ => flare_ai_consensus}/router/__init__.py (100%)
 rename src/{ => flare_ai_consensus}/router/async_requests.py (81%)
 rename src/{ => flare_ai_consensus}/router/base_client.py (77%)
 rename src/{ => flare_ai_consensus}/router/client.py (91%)
 rename src/{ => flare_ai_consensus}/router/requests.py (86%)
 rename src/{ => flare_ai_consensus}/utils/__init__.py (100%)
 rename src/{ => flare_ai_consensus}/utils/loader.py (68%)
 rename src/{ => flare_ai_consensus}/utils/openrouter.py (100%)
 rename src/{ => flare_ai_consensus}/utils/parser.py (100%)
 rename src/{ => flare_ai_consensus}/utils/saver.py (86%)

diff --git a/.github/workflows/build_and_deploy.yml b/.github/workflows/build_and_deploy.yml
new file mode 100644
index 0000000..43afb1f
--- /dev/null
+++ b/.github/workflows/build_and_deploy.yml
@@ -0,0 +1,59 @@
+name: Build and Deploy
+
+on:
+  push:
+    # tags: ["v*.*.*"] # Match semantic versioning tags like v1.0.0
+    branches: ["main"]
+  workflow_dispatch: # Allow manual triggering of the workflow
+
+env:
+  REGISTRY: ghcr.io
+  IMAGE_NAME: ${{ github.repository }}
+
+jobs:
+  build-and-push:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+      attestations: write
+      id-token: write
+    steps:
+      # Checkout repository
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      # Log in to GHCR
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3
+        with:
+          registry: ${{ env.REGISTRY }}
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      # Generate Docker metadata
+      - name: Metadata for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
+
+      # Cache Docker layers to speed up builds
+      - name: Cache Docker layers
+        uses: actions/cache@v3
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-docker-${{ github.ref }}
+          restore-keys: |
+            ${{ runner.os }}-docker-
+
+      # Build and push Docker image
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v6
+        id: push
+        with:
+          context: .
+          push: true
+          load: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
new file mode 100644
index 0000000..7d1a6ce
--- /dev/null
+++ b/.github/workflows/lint.yml
@@ -0,0 +1,37 @@
+name: Lint
+
+on:
+  push:
+    branches: ["main"]
+  pull_request:
+    branches: ["main"]
+
+jobs:
+  lint:
+    runs-on: "ubuntu-latest"
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      # Set up Python environment
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          version: "latest"
+
+      # Install dependencies
+      - name: Install dependencies
+        run: uv sync --frozen --all-extras
+
+      # Format code with ruff
+      - name: Format with ruff
+        run: uv run ruff format --diff
+
+      # Lint code with ruff
+      - name: Lint with ruff
+        run: uv run ruff check --diff
+        continue-on-error: false
+
+      # Type check with pyright
+      - name: Type check with pyright
+        run: uv run pyright
diff --git a/pyproject.toml b/pyproject.toml
index d08c5c3..c563e35 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
-name = "consensus-llm"
+name = "flare-ai-consensus"
 version = "0.1.0"
-description = "Add your description here"
+description = "Consensus Learning implementation"
 readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
@@ -13,5 +13,60 @@ dependencies = [
     "pandas>=2.2.3",
     "python-dotenv>=1.0.1",
     "requests>=2.32.3",
+]
+
+[dependency-groups]
+dev = [
+    "pyright>=1.1.393",
     "ruff>=0.9.4",
 ]
+
+[project.scripts]
+start = "main:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.ruff]
+target-version = "py312"
+
+[tool.ruff.lint]
+select = ["ALL"]
+ignore = ["D203", "D212", "COM812", "D", "S105", "ANN401", "T201", "ISC003"]
+
+[tool.ruff.lint.extend-per-file-ignores]
+"tests/**/*.py" = ["S101", "ARG"]
+
+[tool.ruff.format]
+docstring-code-format = true
+
+[tool.pyright]
+pythonVersion = "3.12"
+strictListInference = true
+strictDictionaryInference = true
+strictSetInference = true
+deprecateTypingAliases = true
+disableBytesTypePromotions = true
+reportUnusedClass = true
+reportUnusedFunction = true
+reportUntypedFunctionDecorator = true
+reportUntypedClassDecorator = true
+reportPrivateUsage = true
+reportTypeCommentUsage = true
+reportConstantRedefinition = true
+reportDeprecated = true
+reportInconsistentConstructor = true
+reportUninitializedInstanceVariable = true
+reportMissingParameterType = true
+reportCallInDefaultInitializer = true
+reportUnnecessaryIsInstance = true
+reportUnnecessaryCast = true
+reportUnnecessaryComparison = true
+reportUnnecessaryContains = true
+reportInvalidStubStatement = true
+reportUnusedExpression = true
+reportUnnecessaryTypeIgnoreComment = true
+reportMatchNotExhaustive = true
+reportImplicitOverride = true
+reportShadowedImports = true
diff --git a/src/__init__.py b/src/flare_ai_consensus/__init__.py
similarity index 100%
rename from src/__init__.py
rename to src/flare_ai_consensus/__init__.py
diff --git a/src/config.py b/src/flare_ai_consensus/config.py
similarity index 100%
rename from src/config.py
rename to src/flare_ai_consensus/config.py
diff --git a/src/consensus/__init__.py b/src/flare_ai_consensus/consensus/__init__.py
similarity index 100%
rename from src/consensus/__init__.py
rename to src/flare_ai_consensus/consensus/__init__.py
diff --git a/src/consensus/aggregator.py b/src/flare_ai_consensus/consensus/aggregator.py
similarity index 79%
rename from src/consensus/aggregator.py
rename to src/flare_ai_consensus/consensus/aggregator.py
index aa27c95..a047d83 100644
--- a/src/consensus/aggregator.py
+++ b/src/flare_ai_consensus/consensus/aggregator.py
@@ -1,5 +1,5 @@
-from src.consensus.config import AggregatorConfig
-from src.router.client import OpenRouterClient, AsyncOpenRouterClient
+from flare_ai_consensus.consensus.config import AggregatorConfig
+from flare_ai_consensus.router.client import AsyncOpenRouterClient, OpenRouterClient
 
 
 def concatenate_aggregator(responses: dict) -> str:
@@ -21,7 +21,8 @@ def centralized_llm_aggregator(
 
     :param client: An OpenRouterClient instance.
     :param aggregator_config: An instance of AggregatorConfig.
-    :param aggregated_responses: A string containing aggregated responses from individual models.
+    :param aggregated_responses: A string containing aggregated
+        responses from individual models.
     :return: The aggregator's combined response.
     """
     # Build the message list.
@@ -45,10 +46,7 @@ def centralized_llm_aggregator(
 
     # Get aggregated response from the centralized LLM
     response = client.send_chat_completion(payload)
-    aggregated_text = (
-        response.get("choices", [])[0].get("message", {}).get("content", "")
-    )
-    return aggregated_text
+    return response.get("choices", [])[0].get("message", {}).get("content", "")
 
 
 async def async_centralized_llm_aggregator(
@@ -61,7 +59,8 @@ async def async_centralized_llm_aggregator(
 
     :param client: An asynchronous OpenRouter client.
     :param aggregator_config: An instance of AggregatorConfig.
-    :param aggregated_responses: A string containing aggregated responses from individual models.
+    :param aggregated_responses: A string containing aggregated
+        responses from individual models.
     :return: The aggregator's combined response as a string.
     """
     messages = []
@@ -79,7 +78,4 @@ async def async_centralized_llm_aggregator(
     }
 
     response = await client.send_chat_completion(payload)
-    aggregated_text = (
-        response.get("choices", [])[0].get("message", {}).get("content", "")
-    )
-    return aggregated_text
+    return response.get("choices", [])[0].get("message", {}).get("content", "")
diff --git a/src/consensus/config.py b/src/flare_ai_consensus/consensus/config.py
similarity index 100%
rename from src/consensus/config.py
rename to src/flare_ai_consensus/consensus/config.py
diff --git a/src/consensus/consensus.py b/src/flare_ai_consensus/consensus/consensus.py
similarity index 88%
rename from src/consensus/consensus.py
rename to src/flare_ai_consensus/consensus/consensus.py
index f16b704..0296bd7 100644
--- a/src/consensus/consensus.py
+++ b/src/flare_ai_consensus/consensus/consensus.py
@@ -1,8 +1,8 @@
 import asyncio
 
-from src.consensus.config import ConsensusConfig, ModelConfig
-from src.router.client import AsyncOpenRouterClient
-from src.utils.parser import parse_chat_response
+from flare_ai_consensus.consensus.config import ConsensusConfig, ModelConfig
+from flare_ai_consensus.router.client import AsyncOpenRouterClient
+from flare_ai_consensus.utils.parser import parse_chat_response
 
 
 def build_improvement_conversation(
@@ -42,7 +42,8 @@ async def get_response_for_model(
 
     :param client: An instance of an asynchronous OpenRouter client.
     :param consensus_config: An instance of ConsensusConfig.
-    :param aggregated_response: The aggregated consensus response from the previous round (or None).
+    :param aggregated_response: The aggregated consensus response
+        from the previous round (or None).
     :param model: A ModelConfig instance.
     :return: A tuple of (model_id, response text).
     """
@@ -73,14 +74,15 @@ async def get_response_for_model(
 async def send_round(
     client: AsyncOpenRouterClient,
     consensus_config: ConsensusConfig,
-    aggregated_response: str = None,
+    aggregated_response: str | None = None,
 ) -> dict:
     """
     Asynchronously sends a round of chat completion requests for all models.
 
     :param client: An instance of an asynchronous OpenRouter client.
     :param consensus_config: An instance of ConsensusConfig.
-    :param aggregated_response: The aggregated consensus response from the previous round (or None).
+    :param aggregated_response: The aggregated consensus response from the
+        previous round (or None).
     :return: A dictionary mapping model IDs to their response texts.
     """
     tasks = [
@@ -88,4 +90,4 @@ async def send_round(
         for model in consensus_config.models
     ]
     results = await asyncio.gather(*tasks)
-    return {model_id: text for model_id, text in results}
+    return dict(results)
diff --git a/src/input.json b/src/flare_ai_consensus/input.json
similarity index 100%
rename from src/input.json
rename to src/flare_ai_consensus/input.json
diff --git a/src/main.py b/src/flare_ai_consensus/main.py
similarity index 88%
rename from src/main.py
rename to src/flare_ai_consensus/main.py
index c7f0d78..21a3a40 100644
--- a/src/main.py
+++ b/src/flare_ai_consensus/main.py
@@ -1,12 +1,12 @@
 import asyncio
 
-from src.config import config
-from src.consensus import aggregator, consensus
-from src.consensus.config import ConsensusConfig
-from src.router.client import AsyncOpenRouterClient
-from src.utils import (
-    saver,
+from flare_ai_consensus.config import config
+from flare_ai_consensus.consensus import aggregator, consensus
+from flare_ai_consensus.consensus.config import ConsensusConfig
+from flare_ai_consensus.router.client import AsyncOpenRouterClient
+from flare_ai_consensus.utils import (
     loader,
+    saver,
 )
 
 
diff --git a/src/router/__init__.py b/src/flare_ai_consensus/router/__init__.py
similarity index 100%
rename from src/router/__init__.py
rename to src/flare_ai_consensus/router/__init__.py
diff --git a/src/router/async_requests.py b/src/flare_ai_consensus/router/async_requests.py
similarity index 81%
rename from src/router/async_requests.py
rename to src/flare_ai_consensus/router/async_requests.py
index 88d0503..c47c56c 100644
--- a/src/router/async_requests.py
+++ b/src/flare_ai_consensus/router/async_requests.py
@@ -1,4 +1,4 @@
-from src.router.client import AsyncOpenRouterClient
+from flare_ai_consensus.router.client import AsyncOpenRouterClient
 
 
 async def send_completion(client: AsyncOpenRouterClient, payload: dict) -> dict:
@@ -14,7 +14,8 @@ async def send_completion(client: AsyncOpenRouterClient, payload: dict) -> dict:
 
 async def send_chat_completion(client: AsyncOpenRouterClient, payload: dict) -> dict:
     """
-    Asynchronously send the prompt to the chat completions endpoint for a specific model.
+    Asynchronously send the prompt to the chat completions
+    endpoint for a specific model.
 
     :param client: An instance of AsyncOpenRouterClient.
     :param payload: The JSON payload to send.
diff --git a/src/router/base_client.py b/src/flare_ai_consensus/router/base_client.py
similarity index 77%
rename from src/router/base_client.py
rename to src/flare_ai_consensus/router/base_client.py
index ca66056..5c9d426 100644
--- a/src/router/base_client.py
+++ b/src/flare_ai_consensus/router/base_client.py
@@ -33,17 +33,18 @@ def _get(self, endpoint: str, params: dict | None = None) -> dict:
             url=url, params=params, headers=self.headers, timeout=30
         )
 
-        if response.status_code == 200:
+        success_status = 200
+        if response.status_code == success_status:
             return response.json()
-        else:
-            msg = f"Error ({response.status_code}): {response.text}"
-            raise ConnectionError(msg)
+        msg = f"Error ({response.status_code}): {response.text}"
+        raise ConnectionError(msg)
 
     def _post(self, endpoint: str, json_payload: dict) -> dict:
         """
         Make a POST request to the API with a JSON payload and return the JSON response.
 
-        :param endpoint: The API endpoint (should begin with a slash, e.g., "/completions").
+        :param endpoint: The API endpoint (should begin with a slash,
+            e.g., "/completions").
         :param json_payload: The JSON payload to send.
         :return: JSON response as a dictionary.
         """
@@ -52,15 +53,18 @@ def _post(self, endpoint: str, json_payload: dict) -> dict:
             url=url, headers=self.headers, json=json_payload, timeout=30
         )
 
-        if response.status_code == 200:
+        success_status = 200
+        if response.status_code == success_status:
             return response.json()
-        else:
-            msg = f"Error ({response.status_code}): {response.text}"
-            raise ConnectionError(msg)
+        msg = f"Error ({response.status_code}): {response.text}"
+        raise ConnectionError(msg)
 
 
 class AsyncBaseClient:
-    """An asynchronous base class to handle HTTP requests and common logic for API interaction."""
+    """
+    An asynchronous base class to handle HTTP requests and
+    common logic for API interaction.
+    """
 
     def __init__(self, base_url: str, api_key: str | None = None) -> None:
         """
@@ -86,28 +90,30 @@ async def _get(self, endpoint: str, params: dict | None = None) -> dict:
         url = self.base_url + endpoint
         response = await self.client.get(url, params=params, headers=self.headers)
 
-        if response.status_code == 200:
+        success_status = 200
+        if response.status_code == success_status:
             return response.json()
-        else:
-            msg = f"Error ({response.status_code}): {response.text}"
-            raise ConnectionError(msg)
+        msg = f"Error ({response.status_code}): {response.text}"
+        raise ConnectionError(msg)
 
     async def _post(self, endpoint: str, json_payload: dict) -> dict:
         """
-        Make an asynchronous POST request to the API with a JSON payload and return the JSON response.
+        Make an asynchronous POST request to the API with a JSON
+        payload and return the JSON response.
 
-        :param endpoint: The API endpoint (should begin with a slash, e.g., "/completions").
+        :param endpoint: The API endpoint
+            (should begin with a slash, e.g., "/completions").
         :param json_payload: The JSON payload to send.
         :return: JSON response as a dictionary.
         """
         url = self.base_url + endpoint
         response = await self.client.post(url, headers=self.headers, json=json_payload)
 
-        if response.status_code == 200:
+        success_status = 200
+        if response.status_code == success_status:
             return response.json()
-        else:
-            msg = f"Error ({response.status_code}): {response.text}"
-            raise ConnectionError(msg)
+        msg = f"Error ({response.status_code}): {response.text}"
+        raise ConnectionError(msg)
 
     async def close(self) -> None:
         """
diff --git a/src/router/client.py b/src/flare_ai_consensus/router/client.py
similarity index 91%
rename from src/router/client.py
rename to src/flare_ai_consensus/router/client.py
index bf47f9a..cf8fd8e 100644
--- a/src/router/client.py
+++ b/src/flare_ai_consensus/router/client.py
@@ -1,4 +1,4 @@
-from src.router.base_client import AsyncBaseClient, BaseClient
+from flare_ai_consensus.router.base_client import AsyncBaseClient, BaseClient
 
 
 class OpenRouterClient(BaseClient):
@@ -8,9 +8,11 @@ def __init__(self, api_key: str | None = None, base_url: str | None = None) -> N
         """
         Initialize the OpenRouter client.
 
-        The base URL is set to the OpenRouter API endpoint by default, but can be overridden.
+        The base URL is set to the OpenRouter API endpoint by default,
+        but can be overridden.
         :param api_key: Optional API key for authentication.
-        :param base_url: Optional custom base URL. Defaults to "https://openrouter.ai/api/v1"
+        :param base_url: Optional custom base URL.
+            Defaults to "https://openrouter.ai/api/v1"
         """
         if base_url is None:
             base_url = "https://openrouter.ai/api/v1"
@@ -52,7 +54,8 @@ def send_completion(self, payload: dict) -> dict:
         """
         Send a prompt to the completions endpoint.
 
-        The completions endpoint expects a JSON payload with keys like "model" and "prompt".
+        The completions endpoint expects a JSON payload with keys
+        like "model" and "prompt".
         """
         endpoint = "/completions"
         return self._post(endpoint, payload)
@@ -61,7 +64,8 @@ def send_chat_completion(self, payload: dict) -> dict:
         """
         Send a prompt to the chat completions endpoint.
 
-        The payload should include a "model" field and a "messages" array where each message has a "role"
+        The payload should include a "model" field and a "messages"
+        array where each message has a "role"
         (e.g., "user", "assistant", "system") and "content".
         """
         endpoint = "/chat/completions"
diff --git a/src/router/requests.py b/src/flare_ai_consensus/router/requests.py
similarity index 86%
rename from src/router/requests.py
rename to src/flare_ai_consensus/router/requests.py
index 1322198..4656569 100644
--- a/src/router/requests.py
+++ b/src/flare_ai_consensus/router/requests.py
@@ -1,4 +1,4 @@
-from src.router.client import OpenRouterClient
+from flare_ai_consensus.router.client import OpenRouterClient
 
 
 def send_completion(client: OpenRouterClient, payload: dict) -> dict:
diff --git a/src/utils/__init__.py b/src/flare_ai_consensus/utils/__init__.py
similarity index 100%
rename from src/utils/__init__.py
rename to src/flare_ai_consensus/utils/__init__.py
diff --git a/src/utils/loader.py b/src/flare_ai_consensus/utils/loader.py
similarity index 68%
rename from src/utils/loader.py
rename to src/flare_ai_consensus/utils/loader.py
index f68f73a..113b0a3 100644
--- a/src/utils/loader.py
+++ b/src/flare_ai_consensus/utils/loader.py
@@ -4,13 +4,11 @@
 
 def load_txt(file_path: Path) -> str:
     """Load a txt file from a specified path."""
-    with open(file_path, "r") as f:
+    with file_path.open() as f:
         return f.read().strip()
 
 
 def load_json(file_path: Path) -> dict:
     """Read the selected model IDs from a JSON file."""
-    with open(file_path, "r") as f:
-        data = json.load(f)
-
-    return data
+    with file_path.open() as f:
+        return json.load(f)
diff --git a/src/utils/openrouter.py b/src/flare_ai_consensus/utils/openrouter.py
similarity index 100%
rename from src/utils/openrouter.py
rename to src/flare_ai_consensus/utils/openrouter.py
diff --git a/src/utils/parser.py b/src/flare_ai_consensus/utils/parser.py
similarity index 100%
rename from src/utils/parser.py
rename to src/flare_ai_consensus/utils/parser.py
diff --git a/src/utils/saver.py b/src/flare_ai_consensus/utils/saver.py
similarity index 86%
rename from src/utils/saver.py
rename to src/flare_ai_consensus/utils/saver.py
index 435a9f6..3c0e95f 100644
--- a/src/utils/saver.py
+++ b/src/flare_ai_consensus/utils/saver.py
@@ -5,6 +5,6 @@
 def save_json(contents: dict, file_path: Path) -> None:
     """Save json files to specified path."""
 
-    with open(file_path, "w") as f:
+    with file_path.open("w") as f:
         json.dump(contents, f, indent=4)
     print(f"Data saved to {file_path}.")
diff --git a/tests/chat_completion.py b/tests/chat_completion.py
index cf01597..ae3a64d 100644
--- a/tests/chat_completion.py
+++ b/tests/chat_completion.py
@@ -1,9 +1,11 @@
 import argparse
 
-from src.config import config
-from src.router.client import OpenRouterClient
-from src.utils.saver import save_json
-from src.router import requests  # This module should expose send_chat_completion
+from flare_ai_consensus.config import config
+from flare_ai_consensus.router import (
+    requests,  # This module should expose send_chat_completion
+)
+from flare_ai_consensus.router.client import OpenRouterClient
+from flare_ai_consensus.utils.saver import save_json
 
 
 def parse_arguments() -> argparse.Namespace:
@@ -15,7 +17,8 @@ def parse_arguments() -> argparse.Namespace:
         type=str,
         choices=["default", "interactive"],
         default="default",
-        help="Run in 'default' mode with predefined messages or 'interactive' mode for conversation.",
+        help="Run in 'default' mode with predefined messages"
+        "or 'interactive' mode for conversation.",
     )
     return parser.parse_args()
 
@@ -55,7 +58,7 @@ def default_mode(
             # Ask for improved response
             if i < num_iterations - 1:
                 conversation.append({"role": "user", "content": improvement_prompt})
-        except Exception as e:
+        except Exception as e:  # noqa: BLE001
             print(f"Error for model {model_id} in iteration {i + 1}: {e}")
             break
 
@@ -93,7 +96,7 @@ def interactive_mode(client: OpenRouterClient, model_id: str) -> None:
             print("\nAssistant:")
             print(assistant_msg)
             conversation.append({"role": "assistant", "content": assistant_msg})
-        except Exception as e:
+        except Exception as e:  # noqa: BLE001
             print(f"Error for model {model_id}: {e}")
 
 
@@ -112,11 +115,13 @@ def main() -> None:
         initial_conversation = [
             {
                 "role": "system",
-                "content": "You are an expert on Pokemon. Provide concise and insightful answers.",
+                "content": "You are an expert on Pokemon. "
+                "Provide concise and insightful answers.",
             },
             {
                 "role": "user",
-                "content": "Who is the second best Pokemon trainer in the original 'Pokemon the Series'?",
+                "content": "Who is the second best Pokemon trainer"
+                "in the original 'Pokemon the Series'?",
             },
         ]
         improvement_prompt = (
diff --git a/tests/completion.py b/tests/completion.py
index 71bab1a..952a646 100644
--- a/tests/completion.py
+++ b/tests/completion.py
@@ -1,9 +1,9 @@
 import argparse
 
-from src.config import config
-from src.router import requests
-from src.router.client import OpenRouterClient
-from src.utils.saver import save_json
+from flare_ai_consensus.config import config
+from flare_ai_consensus.router import requests
+from flare_ai_consensus.router.client import OpenRouterClient
+from flare_ai_consensus.utils.saver import save_json
 
 
 def parse_arguments() -> argparse.Namespace:
@@ -14,8 +14,10 @@ def parse_arguments() -> argparse.Namespace:
     parser.add_argument(
         "--prompt",
         type=str,
-        default="Who is the second best Pokemon trainer in the original 'Pokemon the Series'?",
-        help="The prompt to send to the model. Enclose it in quotes if it contains spaces.",
+        default="Who is the second best Pokemon trainer in the original"
+        "'Pokemon the Series'?",
+        help="The prompt to send to the model. "
+        "Enclose it in quotes if it contains spaces.",
     )
     parser.add_argument(
         "--model",
@@ -65,7 +67,7 @@ def start_chat(args: argparse.Namespace) -> None:
 
         # Print response
         print(response.get("choices", [])[0].get("text", ""))
-    except Exception as e:
+    except Exception as e:  # noqa: BLE001
         print(f"Error for model {model_id}: {e}")
 
 
diff --git a/tests/credits.py b/tests/credits.py
index 8bbd69e..0ae6d34 100644
--- a/tests/credits.py
+++ b/tests/credits.py
@@ -1,5 +1,5 @@
-from src.config import config
-from src.router.client import OpenRouterClient
+from flare_ai_consensus.config import config
+from flare_ai_consensus.router.client import OpenRouterClient
 
 
 def get_credits(client: OpenRouterClient) -> None:
diff --git a/tests/model_endpoints.py b/tests/model_endpoints.py
index 26b8f96..d879398 100644
--- a/tests/model_endpoints.py
+++ b/tests/model_endpoints.py
@@ -1,9 +1,9 @@
-from src.config import config
-from src.router.client import OpenRouterClient
-from src.utils.openrouter import extract_author
+from flare_ai_consensus.config import config
+from flare_ai_consensus.router.client import OpenRouterClient
+from flare_ai_consensus.utils.openrouter import extract_author
 
 
-def get_model_endpoints(client: OpenRouterClient, author: str, slug: str):
+def get_model_endpoints(client: OpenRouterClient, author: str, slug: str) -> None:
     endpoints = client.get_model_endpoints(author, slug)
     print(endpoints)
 
diff --git a/tests/models.py b/tests/models.py
index f917b7f..917fcd4 100644
--- a/tests/models.py
+++ b/tests/models.py
@@ -1,6 +1,6 @@
-from src.config import config
-from src.router.client import OpenRouterClient
-from src.utils.saver import save_json
+from flare_ai_consensus.config import config
+from flare_ai_consensus.router.client import OpenRouterClient
+from flare_ai_consensus.utils.saver import save_json
 
 
 def get_models(client: OpenRouterClient) -> dict:
diff --git a/tests/working_models.py b/tests/working_models.py
index 9467cfe..1133953 100644
--- a/tests/working_models.py
+++ b/tests/working_models.py
@@ -1,9 +1,10 @@
 import asyncio
-from src.config import config
-from src.router.client import AsyncOpenRouterClient
-from src.utils.loader import load_json
-from src.utils.saver import save_json
-from src.consensus.config import ModelConfig
+
+from flare_ai_consensus.config import config
+from flare_ai_consensus.consensus.config import ModelConfig
+from flare_ai_consensus.router.client import AsyncOpenRouterClient
+from flare_ai_consensus.utils.loader import load_json
+from flare_ai_consensus.utils.saver import save_json
 
 
 async def _test_model_completion(
@@ -17,10 +18,12 @@ async def _test_model_completion(
     Asynchronously sends a test request for a model using the specified API endpoint.
 
     :param client: An instance of AsyncOpenRouterClient.
-    :param model: A dict representing a model (expected to have keys "id", "max_tokens", "temperature").
+    :param model: A dict representing a model (expected to have keys
+        "id", "max_tokens", "temperature").
     :param test_prompt: The prompt to test.
     :param api_endpoint: Either "completion" or "chat_completion".
-    :return: A tuple (model, works) where works is True if the API call succeeded without an error.
+    :return: A tuple (model, works) where works is True if the API call
+        succeeded without an error.
     """
     model_id = model.get("id")
     if not model_id:
@@ -44,7 +47,8 @@ async def _test_model_completion(
         }
         send_func = client.send_chat_completion
     else:
-        raise ValueError(f"Unsupported api_endpoint: {api_endpoint}")
+        msg = f"Unsupported api_endpoint: {api_endpoint}"
+        raise ValueError(msg)
 
     # Introduce a delay
     await asyncio.sleep(delay)
@@ -54,15 +58,16 @@ async def _test_model_completion(
         if "error" not in response:
             print(f"Model {model_id} works with {api_endpoint}!")
             return (model, True)
-        else:
-            error_info = response.get("error", {})
-            print(
-                f"Model {model_id} returned error in {api_endpoint}: {error_info.get('message', 'Unknown error')}"
-            )
-            return (model, False)
-    except Exception as e:
+        error_info = response.get("error", {})
+        print(
+            f"Model {model_id} returned error in {api_endpoint}: "
+            f"{error_info.get('message', 'Unknown error')}"
+        )
+    except Exception as e:  # noqa: BLE001
         print(f"Error testing model {model_id} with {api_endpoint}: {e}")
         return (model, False)
+    else:
+        return (model, False)
 
 
 async def filter_working_models(
@@ -72,8 +77,9 @@ async def filter_working_models(
     api_endpoint: str,
 ) -> list:
     """
-    Asynchronously tests each model in free_models with the given test prompt and API endpoint,
-    returning only those models that respond without an error.
+    Asynchronously tests each model in free_models with the given test
+    prompt and API endpoint returning only those models that respond
+    without an error.
 
     :param client: An instance of AsyncOpenRouterClient.
     :param free_models: A list of model dictionaries.
@@ -87,13 +93,12 @@ async def filter_working_models(
     ]
     results = await asyncio.gather(*tasks, return_exceptions=True)
     # Filter out any exceptions and only keep models where works is True.
-    valid_models = [
+    return [
         model
         for result in results
         if not isinstance(result, Exception) and result[1]
         for model in [result[0]]
     ]
-    return valid_models
 
 
 async def main() -> None:
diff --git a/uv.lock b/uv.lock
index f0face9..e8e4c76 100644
--- a/uv.lock
+++ b/uv.lock
@@ -118,35 +118,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
 ]
 
-[[package]]
-name = "consensus-llm"
-version = "0.1.0"
-source = { virtual = "." }
-dependencies = [
-    { name = "asyncio" },
-    { name = "httpx" },
-    { name = "matplotlib" },
-    { name = "numpy" },
-    { name = "openai" },
-    { name = "pandas" },
-    { name = "python-dotenv" },
-    { name = "requests" },
-    { name = "ruff" },
-]
-
-[package.metadata]
-requires-dist = [
-    { name = "asyncio", specifier = ">=3.4.3" },
-    { name = "httpx", specifier = ">=0.28.1" },
-    { name = "matplotlib", specifier = ">=3.10.0" },
-    { name = "numpy", specifier = ">=2.2.2" },
-    { name = "openai", specifier = ">=1.61.0" },
-    { name = "pandas", specifier = ">=2.2.3" },
-    { name = "python-dotenv", specifier = ">=1.0.1" },
-    { name = "requests", specifier = ">=2.32.3" },
-    { name = "ruff", specifier = ">=0.9.4" },
-]
-
 [[package]]
 name = "contourpy"
 version = "1.3.1"
@@ -238,45 +209,84 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/02/cc/b7e31358aac6ed1ef2bb790a9746ac2c69bcb3c8588b41616914eb106eaf/exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b", size = 16453 },
 ]
 
+[[package]]
+name = "flare-ai-consensus"
+version = "0.1.0"
+source = { editable = "." }
+dependencies = [
+    { name = "asyncio" },
+    { name = "httpx" },
+    { name = "matplotlib" },
+    { name = "numpy" },
+    { name = "openai" },
+    { name = "pandas" },
+    { name = "python-dotenv" },
+    { name = "requests" },
+]
+
+[package.dev-dependencies]
+dev = [
+    { name = "pyright" },
+    { name = "ruff" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "asyncio", specifier = ">=3.4.3" },
+    { name = "httpx", specifier = ">=0.28.1" },
+    { name = "matplotlib", specifier = ">=3.10.0" },
+    { name = "numpy", specifier = ">=2.2.2" },
+    { name = "openai", specifier = ">=1.61.0" },
+    { name = "pandas", specifier = ">=2.2.3" },
+    { name = "python-dotenv", specifier = ">=1.0.1" },
+    { name = "requests", specifier = ">=2.32.3" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "pyright", specifier = ">=1.1.393" },
+    { name = "ruff", specifier = ">=0.9.4" },
+]
+
 [[package]]
 name = "fonttools"
-version = "4.55.8"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f1/24/de7e40adc99be2aa5adc6321bbdf3cf58dbe751b87343da658dd3fc7d946/fonttools-4.55.8.tar.gz", hash = "sha256:54d481d456dcd59af25d4a9c56b2c4c3f20e9620b261b84144e5950f33e8df17", size = 3458915 }
-wheels = [
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 [[package]]

From 42c299c3cf895c6ff74e2211e176f929747c0589 Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 09:37:09 +0400
Subject: [PATCH 2/6] fix(python): update to python 3.12

---
 .python-version |   2 +-
 pyproject.toml  |   2 +-
 uv.lock         | 260 +-----------------------------------------------
 3 files changed, 3 insertions(+), 261 deletions(-)

diff --git a/.python-version b/.python-version
index c8cfe39..e4fba21 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.10
+3.12
diff --git a/pyproject.toml b/pyproject.toml
index c563e35..dfe5512 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "flare-ai-consensus"
 version = "0.1.0"
 description = "Consensus Learning implementation"
 readme = "README.md"
-requires-python = ">=3.10"
+requires-python = ">=3.12"
 dependencies = [
     "asyncio>=3.4.3",
     "httpx>=0.28.1",
diff --git a/uv.lock b/uv.lock
index e8e4c76..fb3d531 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,10 +1,5 @@
 version = 1
-requires-python = ">=3.10"
-resolution-markers = [
-    "python_full_version >= '3.12'",
-    "python_full_version == '3.11.*'",
-    "python_full_version < '3.11'",
-]
+requires-python = ">=3.12"
 
 [[package]]
 name = "annotated-types"
@@ -20,7 +15,6 @@ name = "anyio"
 version = "4.8.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
@@ -54,32 +48,6 @@ version = "3.4.1"
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 ]
 
 [[package]]

From fb3f6162f03a78b2b9a423f6f39dbb819ed19fc4 Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 09:42:05 +0400
Subject: [PATCH 3/6] fix(paths): restructure paths to support modules

---
 data/final_consensus.json                              | 8 --------
 pyproject.toml                                         | 2 +-
 {data => src/data}/chat_response.json                  | 0
 src/data/final_consensus.json                          | 8 ++++++++
 {data => src/data}/free_models.json                    | 0
 {data => src/data}/free_working_chat_models.json       | 0
 {data => src/data}/free_working_completion_models.json | 0
 {data => src/data}/free_working_models.json            | 0
 {data => src/data}/models.json                         | 0
 {data => src/data}/response.json                       | 0
 src/flare_ai_consensus/config.py                       | 2 +-
 11 files changed, 10 insertions(+), 10 deletions(-)
 delete mode 100644 data/final_consensus.json
 rename {data => src/data}/chat_response.json (100%)
 create mode 100644 src/data/final_consensus.json
 rename {data => src/data}/free_models.json (100%)
 rename {data => src/data}/free_working_chat_models.json (100%)
 rename {data => src/data}/free_working_completion_models.json (100%)
 rename {data => src/data}/free_working_models.json (100%)
 rename {data => src/data}/models.json (100%)
 rename {data => src/data}/response.json (100%)

diff --git a/data/final_consensus.json b/data/final_consensus.json
deleted file mode 100644
index 4de0bc4..0000000
--- a/data/final_consensus.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-    "aggregated_response": "When a room is freshly painted, it can feel warm or even hot to the touch due to several reasons. The primary cause is the release of heat from volatile organic compounds (VOCs) in the paint as it dries, a process known as \"off-gassing.\" These VOCs evaporate quickly, releasing energy into the air and warming the surrounding environment.\n\nAdditionally, exposure to direct sunlight can contribute to the warmth in the room, as the heat from the sun can warm the walls and paint, causing them to emit heat. The thermal mass effect of the paint, where it absorbs and releases heat over time, can also play a role in making the room feel warmer.\n\nIt's worth noting that the warmth may not be directly caused by the people in the room, but rather by the physical properties of the paint and the environment. Therefore, it's not necessarily related to the presence or absence of individuals in the room.",
-    "responses": {
-        "qwen/qwen-vl-plus:free": "When a room is freshly painted, it can feel warm or even hot to the touch due to the release of heat from volatile organic compounds (VOCs) in the paint as it dries. These VOCs evaporate quickly, releasing energy into the air and warming the surrounding environment. Additionally, exposure to direct sunlight can contribute to the warmth in the room, as the heat from the sun can warm the walls and paint, causing them to emit heat. The thermal mass effect of the paint, where it absorbs and releases heat over time, can also play a role in making the room feel warmer.",
-        "sophosympatheia/rogue-rose-103b-v0.2:free": " A freshly painted room may feel warm or even hot to the touch due to several reasons. The primary cause is the release of heat from volatile organic compounds (VOCs) in the paint as it dries. These VOCs evaporate quickly, releasing energy into the air and warming the surrounding environment, a process known as \"off-gassing.\" Additionally, exposure to direct sunlight can contribute to the warmth in the room, as the heat from the sun can warm the walls and paint, causing them to emit heat. The thermal mass effect of the paint, where it absorbs and releases heat over time, can also play a role in making the room feel warmer.\n\nIt's worth noting that the warmth may not be directly caused by the people in the room, but rather by the physical properties of the paint and the environment. Therefore, it's not necessarily related to the presence or absence of",
-        "meta-llama/llama-3.2-3b-instruct:free": "In a freshly painted room, heat is emitted due to several factors. The primary cause is the release of heat from volatile organic compounds (VOCs) in the paint as it dries, a process known as off-gassing. This releases energy into the air, warming the environment. Additionally, exposure to direct sunlight can contribute to the warmth, as it warms the walls and paint. The thermal mass effect of the paint also plays a role, where it absorbs and releases heat over time, making the room feel warmer."
-    }
-}
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index dfe5512..9a6ed7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,7 +22,7 @@ dev = [
 ]
 
 [project.scripts]
-start = "main:main"
+start-consensus = "flare_ai_consensus.main:main"
 
 [build-system]
 requires = ["hatchling"]
diff --git a/data/chat_response.json b/src/data/chat_response.json
similarity index 100%
rename from data/chat_response.json
rename to src/data/chat_response.json
diff --git a/src/data/final_consensus.json b/src/data/final_consensus.json
new file mode 100644
index 0000000..8c93734
--- /dev/null
+++ b/src/data/final_consensus.json
@@ -0,0 +1,8 @@
+{
+    "aggregated_response": "Here's a combined response based on the majority features of the previous answers:\n\n**Why a freshly painted room may feel warmer than it actually is**\n\nWhen you enter a freshly painted room, you may notice that it feels warmer than it actually is. This warming effect is due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. These VOCs can contribute to the warming effect by releasing heat as they transition from a liquid to a gas state.\n2. **Moisture**: Paints can contain moisture, which is released as the paint dries. As the moisture warms up, it condenses into water vapor, releasing latent heat into the air.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, absorbing and releasing heat more slowly. As the paint dries, it warms up the room by absorbing",
+    "responses": {
+        "qwen/qwen-vl-plus:free": "When you enter a freshly painted room, you may notice that it feels warmer than it actually is. This warming effect is due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. These VOCs can contribute to the warming effect.\n2. **Moisture**: Paints can contain moisture, either from the paint itself or from the air in the room. As the paint dries, it releases moisture into the air, which can be cooled as it condenses, releasing heat.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, meaning they can absorb and release heat more slowly. As the paint dries, it warms up the room by absorbing and storing heat.\n4. **Evaporation**: The process of paint drying releases heat as the solvent in the paint evaporates. This heat contributes to the",
+        "sophosympatheia/rogue-rose-103b-v0.2:free": " When you enter a freshly painted room, it may feel warmer than it actually is due to several factors.\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. As these VOCs evaporate, they release heat, contributing to the warming effect in the room.\n2. **Moisture**: Paints can contain moisture, either from the paint itself or from the air in the room. As the paint dries, it releases moisture into the air, which can be cooled as it condenses, releasing heat.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, meaning they can absorb and release heat more slowly. As the paint dries, it warms up",
+        "meta-llama/llama-3.2-3b-instruct:free": "When you enter a freshly painted room, heat is emitted due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which evaporate quickly at room temperature and release heat as they transition from a liquid to a gas state.\n2. **Moisture**: Paints can contain moisture, which is released as the paint dries. As the moisture warms up, it condenses into water vapor, releasing latent heat into the air.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, absorbing and releasing heat more slowly. As the paint dries, it warms up the room by absorbing and storing heat.\n4. **Evaporation**: As the paint dries, the solvents and other volatile components evaporate, releasing heat into the air.\n\nThese factors combined contribute to the warming effect you may experience when entering a freshly painted room."
+    }
+}
\ No newline at end of file
diff --git a/data/free_models.json b/src/data/free_models.json
similarity index 100%
rename from data/free_models.json
rename to src/data/free_models.json
diff --git a/data/free_working_chat_models.json b/src/data/free_working_chat_models.json
similarity index 100%
rename from data/free_working_chat_models.json
rename to src/data/free_working_chat_models.json
diff --git a/data/free_working_completion_models.json b/src/data/free_working_completion_models.json
similarity index 100%
rename from data/free_working_completion_models.json
rename to src/data/free_working_completion_models.json
diff --git a/data/free_working_models.json b/src/data/free_working_models.json
similarity index 100%
rename from data/free_working_models.json
rename to src/data/free_working_models.json
diff --git a/data/models.json b/src/data/models.json
similarity index 100%
rename from data/models.json
rename to src/data/models.json
diff --git a/data/response.json b/src/data/response.json
similarity index 100%
rename from data/response.json
rename to src/data/response.json
diff --git a/src/flare_ai_consensus/config.py b/src/flare_ai_consensus/config.py
index a70e985..6e7449f 100644
--- a/src/flare_ai_consensus/config.py
+++ b/src/flare_ai_consensus/config.py
@@ -32,5 +32,5 @@ def create_path(folder_name: str) -> Path:
     open_router_base_url=load_env_var("OPENROUTER_BASE_URL"),
     open_router_api_key=load_env_var("OPENROUTER_API_KEY"),
     data_path=create_path("data"),
-    input_path=create_path("src"),
+    input_path=create_path("flare_ai_consensus"),
 )

From ad6f45f00b17ba9bab75398e7a40889a772ec883 Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 09:51:54 +0400
Subject: [PATCH 4/6] fix(pyproject): update description

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9a6ed7a..778f7e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "flare-ai-consensus"
 version = "0.1.0"
-description = "Consensus Learning implementation"
+description = "Flare AI SDK template for single-node multi-model Consensus Learning"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [

From 2b9031197c954b6d89b7d730fe45c0925d2c075e Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 10:26:01 +0400
Subject: [PATCH 5/6] fix(logging): use structured log

---
 pyproject.toml                                |  3 +-
 src/data/final_consensus.json                 |  8 ++---
 src/flare_ai_consensus/consensus/consensus.py | 11 ++++---
 src/flare_ai_consensus/main.py                | 10 ++++--
 src/flare_ai_consensus/utils/saver.py         |  6 +++-
 tests/chat_completion.py                      | 31 ++++++++++++-------
 tests/completion.py                           | 14 ++++++---
 tests/credits.py                              |  6 +++-
 tests/model_endpoints.py                      |  6 +++-
 tests/working_models.py                       | 24 +++++++++-----
 uv.lock                                       | 11 +++++++
 11 files changed, 92 insertions(+), 38 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 778f7e4..ee25353 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,6 +13,7 @@ dependencies = [
     "pandas>=2.2.3",
     "python-dotenv>=1.0.1",
     "requests>=2.32.3",
+    "structlog>=25.1.0",
 ]
 
 [dependency-groups]
@@ -33,7 +34,7 @@ target-version = "py312"
 
 [tool.ruff.lint]
 select = ["ALL"]
-ignore = ["D203", "D212", "COM812", "D", "S105", "ANN401", "T201", "ISC003"]
+ignore = ["D203", "D212", "COM812", "D", "S105", "ANN401", "ISC003"]
 
 [tool.ruff.lint.extend-per-file-ignores]
 "tests/**/*.py" = ["S101", "ARG"]
diff --git a/src/data/final_consensus.json b/src/data/final_consensus.json
index 8c93734..4e84a5d 100644
--- a/src/data/final_consensus.json
+++ b/src/data/final_consensus.json
@@ -1,8 +1,8 @@
 {
-    "aggregated_response": "Here's a combined response based on the majority features of the previous answers:\n\n**Why a freshly painted room may feel warmer than it actually is**\n\nWhen you enter a freshly painted room, you may notice that it feels warmer than it actually is. This warming effect is due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. These VOCs can contribute to the warming effect by releasing heat as they transition from a liquid to a gas state.\n2. **Moisture**: Paints can contain moisture, which is released as the paint dries. As the moisture warms up, it condenses into water vapor, releasing latent heat into the air.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, absorbing and releasing heat more slowly. As the paint dries, it warms up the room by absorbing",
+    "aggregated_response": "Here's a combined response based on the majority of the models:\n\nHeat is emitted in a freshly painted room due to two primary reasons: evaporation of solvents and release of volatile organic compounds (VOCs) from the paint, and the exothermic chemical reactions that occur during the drying process.\n\nWhen paint is applied to a surface, it contains solvents and other chemicals that are volatile, meaning they can evaporate at room temperature. As the paint dries, these solvents and VOCs evaporate into the air, carrying heat with them. This process of evaporation is endothermic, meaning it absorbs heat from the surrounding environment, resulting in a cooler temperature in the room.\n\nAdditionally, the paint itself also emits heat as it dries due to the exothermic chemical reactions that occur during the drying process. These reactions involve the breakdown of the paint's components, releasing energy in the form of heat. This heat is then distributed throughout the room, contributing to the overall warmth",
     "responses": {
-        "qwen/qwen-vl-plus:free": "When you enter a freshly painted room, you may notice that it feels warmer than it actually is. This warming effect is due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. These VOCs can contribute to the warming effect.\n2. **Moisture**: Paints can contain moisture, either from the paint itself or from the air in the room. As the paint dries, it releases moisture into the air, which can be cooled as it condenses, releasing heat.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, meaning they can absorb and release heat more slowly. As the paint dries, it warms up the room by absorbing and storing heat.\n4. **Evaporation**: The process of paint drying releases heat as the solvent in the paint evaporates. This heat contributes to the",
-        "sophosympatheia/rogue-rose-103b-v0.2:free": " When you enter a freshly painted room, it may feel warmer than it actually is due to several factors.\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which are chemicals that evaporate quickly at room temperature. As these VOCs evaporate, they release heat, contributing to the warming effect in the room.\n2. **Moisture**: Paints can contain moisture, either from the paint itself or from the air in the room. As the paint dries, it releases moisture into the air, which can be cooled as it condenses, releasing heat.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, meaning they can absorb and release heat more slowly. As the paint dries, it warms up",
-        "meta-llama/llama-3.2-3b-instruct:free": "When you enter a freshly painted room, heat is emitted due to several factors:\n\n1. **Volatile Organic Compounds (VOCs)**: Paints and coatings often contain VOCs, which evaporate quickly at room temperature and release heat as they transition from a liquid to a gas state.\n2. **Moisture**: Paints can contain moisture, which is released as the paint dries. As the moisture warms up, it condenses into water vapor, releasing latent heat into the air.\n3. **Thermal Mass**: Painted surfaces can have a higher thermal mass than unpainted surfaces, absorbing and releasing heat more slowly. As the paint dries, it warms up the room by absorbing and storing heat.\n4. **Evaporation**: As the paint dries, the solvents and other volatile components evaporate, releasing heat into the air.\n\nThese factors combined contribute to the warming effect you may experience when entering a freshly painted room."
+        "qwen/qwen-vl-plus:free": "Heat is emitted in a freshly painted room due to the evaporation of solvents and volatile organic compounds (VOCs) from the paint, which absorbs heat from the surrounding environment, and the chemical reactions that occur during the drying process, which release energy in the form of heat.",
+        "sophosympatheia/rogue-rose-103b-v0.2:free": " Heat is emitted in a freshly painted room due to two primary reasons: evaporation of solvents and release of volatile organic compounds (VOCs) from the paint, and the exothermic chemical reactions that occur during the drying process.\n\n1. Evaporation of solvents and VOCs: When paint is applied to a surface, it contains solvents and other chemicals that are volatile, meaning they can evaporate at room temperature. As the paint dries, these solvents and VOCs evaporate into the air, carrying heat with them. This process of evaporation is endothermic, meaning it absorbs heat from the surrounding environment, resulting in a cooler temperature in the room.\n2. Exothermic chemical reactions: The paint itself also emits heat as it dries due to the exothermic chemical reactions that occur during",
+        "meta-llama/llama-3.2-3b-instruct:free": "Heat is emitted in a freshly painted room because the paint contains volatile organic compounds (VOCs) that evaporate as the paint dries, absorbing heat from the surrounding environment, and the chemical reactions that occur during drying release energy in the form of heat."
     }
 }
\ No newline at end of file
diff --git a/src/flare_ai_consensus/consensus/consensus.py b/src/flare_ai_consensus/consensus/consensus.py
index 0296bd7..2a6421d 100644
--- a/src/flare_ai_consensus/consensus/consensus.py
+++ b/src/flare_ai_consensus/consensus/consensus.py
@@ -1,9 +1,13 @@
 import asyncio
 
+import structlog
+
 from flare_ai_consensus.consensus.config import ConsensusConfig, ModelConfig
 from flare_ai_consensus.router.client import AsyncOpenRouterClient
 from flare_ai_consensus.utils.parser import parse_chat_response
 
+logger = structlog.get_logger(__name__)
+
 
 def build_improvement_conversation(
     consensus_config: ConsensusConfig, aggregated_response: str
@@ -50,13 +54,13 @@ async def get_response_for_model(
     if aggregated_response is None:
         # Use initial prompt for the first round.
         conversation = consensus_config.initial_prompt
-        print(f"Sending initial prompt to {model.model_id}.")
+        logger.info("sending initial prompt", model_id=model.model_id)
     else:
         # Build the improvement conversation.
         conversation = build_improvement_conversation(
             consensus_config, aggregated_response
         )
-        print(f"Sending improvement prompt to {model.model_id}.")
+        logger.info("sending improvement prompt", model_id=model.model_id)
 
     payload = {
         "model": model.model_id,
@@ -66,8 +70,7 @@ async def get_response_for_model(
     }
     response = await client.send_chat_completion(payload)
     text = parse_chat_response(response)
-    print(f"{model.model_id} has provided a new response.")
-
+    logger.info("new response", model_id=model.model_id, response=text)
     return model.model_id, text
 
 
diff --git a/src/flare_ai_consensus/main.py b/src/flare_ai_consensus/main.py
index 21a3a40..cf446d5 100644
--- a/src/flare_ai_consensus/main.py
+++ b/src/flare_ai_consensus/main.py
@@ -1,5 +1,7 @@
 import asyncio
 
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.consensus import aggregator, consensus
 from flare_ai_consensus.consensus.config import ConsensusConfig
@@ -9,6 +11,8 @@
     saver,
 )
 
+logger = structlog.get_logger(__name__)
+
 
 async def run_consensus(
     client: AsyncOpenRouterClient,
@@ -26,7 +30,7 @@ async def run_consensus(
     aggregated_response = await aggregator.async_centralized_llm_aggregator(
         client, consensus_config.aggregator_config, responses
     )
-    print("\nInitial responses have been aggregated.")
+    logger.info("initial response aggregation complete")
 
     # Step 2: Improvement rounds.
     for i in range(consensus_config.iterations):
@@ -36,7 +40,7 @@ async def run_consensus(
         aggregated_response = await aggregator.async_centralized_llm_aggregator(
             client, consensus_config.aggregator_config, responses
         )
-        print(f"\nThe responses have been aggregated after iteration {i + 1}:")
+        logger.info("responses aggregated", iteration=i + 1)
 
     # Step 3: Save final consensus.
     output_file = config.data_path / "final_consensus.json"
@@ -44,7 +48,7 @@ async def run_consensus(
         {"aggregated_response": aggregated_response, "responses": responses},
         output_file,
     )
-    print(f"\nFinal consensus saved to {output_file}")
+    logger.info("saved consensus", output_file=output_file)
 
     # Close the async client to release resources.
     await client.close()
diff --git a/src/flare_ai_consensus/utils/saver.py b/src/flare_ai_consensus/utils/saver.py
index 3c0e95f..60e58d6 100644
--- a/src/flare_ai_consensus/utils/saver.py
+++ b/src/flare_ai_consensus/utils/saver.py
@@ -1,10 +1,14 @@
 import json
 from pathlib import Path
 
+import structlog
+
+logger = structlog.get_logger(__name__)
+
 
 def save_json(contents: dict, file_path: Path) -> None:
     """Save json files to specified path."""
 
     with file_path.open("w") as f:
         json.dump(contents, f, indent=4)
-    print(f"Data saved to {file_path}.")
+    logger.info("saved data", file_path=file_path)
diff --git a/tests/chat_completion.py b/tests/chat_completion.py
index ae3a64d..be3e950 100644
--- a/tests/chat_completion.py
+++ b/tests/chat_completion.py
@@ -1,5 +1,7 @@
 import argparse
 
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.router import (
     requests,  # This module should expose send_chat_completion
@@ -7,6 +9,8 @@
 from flare_ai_consensus.router.client import OpenRouterClient
 from flare_ai_consensus.utils.saver import save_json
 
+logger = structlog.get_logger(__name__)
+
 
 def parse_arguments() -> argparse.Namespace:
     parser = argparse.ArgumentParser(
@@ -43,14 +47,17 @@ def default_mode(
             "temperature": 0.7,
         }
         try:
-            print(f"\nIteration {i + 1}: Sending conversation to model {model_id} ...")
+            logger.info("sending conversation", model_id=model_id, iteration=i + 1)
             response = requests.send_chat_completion(client, payload)
             # Extract the assistant's response.
             assistant_response = (
                 response.get("choices", [])[0].get("message", {}).get("content", "")
             )
-            print(f"Assistant Response (Iteration {i + 1}):")
-            print(assistant_response)
+            logger.info(
+                "assistant response",
+                iteration=i + 1,
+                assistant_response=assistant_response,
+            )
 
             # Append the assistant's response to the conversation history.
             conversation.append({"role": "assistant", "content": assistant_response})
@@ -58,25 +65,25 @@ def default_mode(
             # Ask for improved response
             if i < num_iterations - 1:
                 conversation.append({"role": "user", "content": improvement_prompt})
-        except Exception as e:  # noqa: BLE001
-            print(f"Error for model {model_id} in iteration {i + 1}: {e}")
+        except Exception:
+            logger.exception("error", model_id=model_id, iteration=i + 1)
             break
 
     # Save the final conversation to a file.
     output_file = config.data_path / "chat_response.json"
     save_json({"conversation": conversation}, output_file)
-    print(f"\nFinal conversation saved to {output_file}")
+    logger.info("final conversation saved", output_file=output_file)
 
 
 def interactive_mode(client: OpenRouterClient, model_id: str) -> None:
     """Run the chat in interactive mode."""
     conversation = []
-    print("Interactive mode. Type 'exit' to quit.")
+    print("Interactive mode. Type 'exit' to quit.")  # noqa: T201
 
     while True:
         user_input = input("\nEnter your 'user' prompt: ")
         if user_input.strip().lower() == "exit":
-            print("Exiting interactive mode.")
+            print("Exiting interactive mode.")  # noqa: T201
             break
 
         conversation.append({"role": "user", "content": user_input})
@@ -93,11 +100,11 @@ def interactive_mode(client: OpenRouterClient, model_id: str) -> None:
             assistant_msg = (
                 response.get("choices", [])[0].get("message", {}).get("content", "")
             )
-            print("\nAssistant:")
-            print(assistant_msg)
+            print("\nAssistant:")  # noqa: T201
+            print(assistant_msg)  # noqa: T201
             conversation.append({"role": "assistant", "content": assistant_msg})
         except Exception as e:  # noqa: BLE001
-            print(f"Error for model {model_id}: {e}")
+            print(f"Error for model {model_id}: {e}")  # noqa: T201
 
 
 def main() -> None:
@@ -138,7 +145,7 @@ def main() -> None:
     elif args.mode == "interactive":
         interactive_mode(client, model_id)
     else:
-        print("Invalid mode. Please choose 'default' or 'interactive'.")
+        logger.info("invalid mode: choose 'default' or 'interactive'")
 
 
 if __name__ == "__main__":
diff --git a/tests/completion.py b/tests/completion.py
index 952a646..dca527c 100644
--- a/tests/completion.py
+++ b/tests/completion.py
@@ -1,10 +1,14 @@
 import argparse
 
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.router import requests
 from flare_ai_consensus.router.client import OpenRouterClient
 from flare_ai_consensus.utils.saver import save_json
 
+logger = structlog.get_logger(__name__)
+
 
 def parse_arguments() -> argparse.Namespace:
     """Parse command-line arguments and return the parsed namespace."""
@@ -58,7 +62,7 @@ def start_chat(args: argparse.Namespace) -> None:
     )
 
     try:
-        print(f"Sending prompt to model {model_id} ...")
+        logger.info("sending prompt", model_id=model_id)
         response = send_prompt(client, model_id, prompt)
 
         # Save the full JSON response to a file.
@@ -66,9 +70,11 @@ def start_chat(args: argparse.Namespace) -> None:
         save_json(response, output_file)
 
         # Print response
-        print(response.get("choices", [])[0].get("text", ""))
-    except Exception as e:  # noqa: BLE001
-        print(f"Error for model {model_id}: {e}")
+        response_text = response.get("choices", [])[0].get("text", "")
+        logger.info("model response", response_text=response_text)
+
+    except Exception as e:
+        logger.exception("error", model_id=model_id, error=e)
 
 
 def main() -> None:
diff --git a/tests/credits.py b/tests/credits.py
index 0ae6d34..6d4e97c 100644
--- a/tests/credits.py
+++ b/tests/credits.py
@@ -1,11 +1,15 @@
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.router.client import OpenRouterClient
 
+logger = structlog.get_logger(__name__)
+
 
 def get_credits(client: OpenRouterClient) -> None:
     # Retrieve available credits
     current_credits = client.get_credits()
-    print(current_credits)
+    logger.info("current credits", current_credits=current_credits)
 
 
 if __name__ == "__main__":
diff --git a/tests/model_endpoints.py b/tests/model_endpoints.py
index d879398..7f62b83 100644
--- a/tests/model_endpoints.py
+++ b/tests/model_endpoints.py
@@ -1,11 +1,15 @@
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.router.client import OpenRouterClient
 from flare_ai_consensus.utils.openrouter import extract_author
 
+logger = structlog.get_logger(__name__)
+
 
 def get_model_endpoints(client: OpenRouterClient, author: str, slug: str) -> None:
     endpoints = client.get_model_endpoints(author, slug)
-    print(endpoints)
+    logger.info("model endpoints", endpoints=endpoints)
 
 
 if __name__ == "__main__":
diff --git a/tests/working_models.py b/tests/working_models.py
index 1133953..c292969 100644
--- a/tests/working_models.py
+++ b/tests/working_models.py
@@ -1,11 +1,15 @@
 import asyncio
 
+import structlog
+
 from flare_ai_consensus.config import config
 from flare_ai_consensus.consensus.config import ModelConfig
 from flare_ai_consensus.router.client import AsyncOpenRouterClient
 from flare_ai_consensus.utils.loader import load_json
 from flare_ai_consensus.utils.saver import save_json
 
+logger = structlog.get_logger(__name__)
+
 
 async def _test_model_completion(
     client: AsyncOpenRouterClient,
@@ -56,15 +60,17 @@ async def _test_model_completion(
     try:
         response = await send_func(payload)
         if "error" not in response:
-            print(f"Model {model_id} works with {api_endpoint}!")
+            logger.info("model works", model_id=model_id, api_endpoint=api_endpoint)
             return (model, True)
         error_info = response.get("error", {})
-        print(
-            f"Model {model_id} returned error in {api_endpoint}: "
-            f"{error_info.get('message', 'Unknown error')}"
+        logger.error(
+            "testing model",
+            model_id=model_id,
+            api_endpoint=api_endpoint,
+            error=error_info.get("message", "Unknown error"),
         )
-    except Exception as e:  # noqa: BLE001
-        print(f"Error testing model {model_id} with {api_endpoint}: {e}")
+    except Exception:
+        logger.exception("testing model", model_id=model_id, api_endpoint=api_endpoint)
         return (model, False)
     else:
         return (model, False)
@@ -121,7 +127,11 @@ async def main() -> None:
             config.data_path / f"free_working_{endpoint}_models.json"
         )
         save_json({"data": working_models}, completion_output_file)
-        print(f"\nWorking {endpoint} models saved to {completion_output_file}.\n")
+        logger.info(
+            "working models saved",
+            endpoint=endpoint,
+            completion_output_file=completion_output_file,
+        )
 
     await client.close()
 
diff --git a/uv.lock b/uv.lock
index fb3d531..5afe0e6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -158,6 +158,7 @@ dependencies = [
     { name = "pandas" },
     { name = "python-dotenv" },
     { name = "requests" },
+    { name = "structlog" },
 ]
 
 [package.dev-dependencies]
@@ -176,6 +177,7 @@ requires-dist = [
     { name = "pandas", specifier = ">=2.2.3" },
     { name = "python-dotenv", specifier = ">=1.0.1" },
     { name = "requests", specifier = ">=2.32.3" },
+    { name = "structlog", specifier = ">=25.1.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -688,6 +690,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235 },
 ]
 
+[[package]]
+name = "structlog"
+version = "25.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/25/fe/578db23e17392a8693b45a7b7dc6985370f51dd937157def8ecc7b20930d/structlog-25.1.0.tar.gz", hash = "sha256:2ef2a572e0e27f09664965d31a576afe64e46ac6084ef5cec3c2b8cd6e4e3ad3", size = 1364973 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c1/14/e9aed6c820fa166e8a19a19e663e98bd5538004d68a70c5752458ca3656e/structlog-25.1.0-py3-none-any.whl", hash = "sha256:843fe4f254540329f380812cbe612e1af5ec5b8172205ae634679cd35a6d6321", size = 68921 },
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"

From a2909d9d9b8a1c2f682fc25eede5f4f62faea3ff Mon Sep 17 00:00:00 2001
From: Dinesh Pinto <annual.fallout_0z@icloud.com>
Date: Wed, 12 Feb 2025 10:55:37 +0400
Subject: [PATCH 6/6] fix(linter): resolve linter error

---
 src/flare_ai_consensus/main.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/flare_ai_consensus/main.py b/src/flare_ai_consensus/main.py
index 874cd82..22a428b 100644
--- a/src/flare_ai_consensus/main.py
+++ b/src/flare_ai_consensus/main.py
@@ -26,7 +26,7 @@ async def run_consensus(
     :param consensus_config: An instance of ConsensusConfig.
     """
     response_data = {}
-    response_data['initial_conversation'] = consensus_config.initial_prompt
+    response_data["initial_conversation"] = consensus_config.initial_prompt
 
     # Step 1: Initial round.
     responses = await consensus.send_round(client, consensus_config)
@@ -35,8 +35,8 @@ async def run_consensus(
     )
     logger.info("initial response aggregation complete")
 
-    response_data['iteration_0'] = responses
-    response_data['aggregate_0'] = aggregated_response
+    response_data["iteration_0"] = responses
+    response_data["aggregate_0"] = aggregated_response
 
     # Step 2: Improvement rounds.
     for i in range(consensus_config.iterations):
@@ -46,10 +46,10 @@ async def run_consensus(
         aggregated_response = await aggregator.async_centralized_llm_aggregator(
             client, consensus_config.aggregator_config, responses
         )
-        print(f"\nThe responses have been aggregated after iteration {i + 1}.")
+        logger.info("responses aggregated", iteration=i + 1)
 
-        response_data[f'iteration_{i+1}'] = responses
-        response_data[f'aggregate_{i+1}'] = aggregated_response
+        response_data[f"iteration_{i + 1}"] = responses
+        response_data[f"aggregate_{i + 1}"] = aggregated_response
 
     # Step 3: Save final consensus.
     output_file = config.data_path / "final_consensus.json"