From 717c1788647fb5b28aec30ec2ab99a6f23434fd5 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:33:57 +0100
Subject: [PATCH 01/22] Add wandb dependency and update uv.lock revision to 2

---
 pyproject.toml |    1 +
 uv.lock        | 3523 +++++++++++++++++++++++++-----------------------
 2 files changed, 1801 insertions(+), 1723 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index f7d6498da..ba5e6948b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ dependencies = [
     "types-cachetools>=6.0.0.20250525",
     "dotenv>=0.9.9",
     "pytest-mock>=3.14.1",
+    "wandb>=0.21.1",
 ]
 
 
diff --git a/uv.lock b/uv.lock
index 70e3f580f..d8aae8092 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 1
+revision = 2
 requires-python = ">=3.11, <4"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -18,9 +18,9 @@ overrides = [
 name = "aiohappyeyeballs"
 version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
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 [[package]]
@@ -36,59 +36,59 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
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From 2bf92dfb9da42ffb31a34e14d28bdeee2267567a Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:34:26 +0100
Subject: [PATCH 02/22] Add logger_wandb configuration to mainnet and testnet
 YAML examples

---
 apex/common/config.py       | 1 +
 config/mainnet.yaml.example | 5 +++++
 config/testnet.yaml.example | 5 +++++
 3 files changed, 11 insertions(+)

diff --git a/apex/common/config.py b/apex/common/config.py
index 9cfcad02b..cce1a75a5 100644
--- a/apex/common/config.py
+++ b/apex/common/config.py
@@ -15,6 +15,7 @@ class Config(BaseModel):
     chain: ConfigClass = Field(default_factory=ConfigClass)
     websearch: ConfigClass = Field(default_factory=ConfigClass)
     logger_db: ConfigClass = Field(default_factory=ConfigClass)
+    logger_wandb: ConfigClass = Field(default_factory=ConfigClass)
     weight_syncer: ConfigClass = Field(default_factory=ConfigClass)
     miner_sampler: ConfigClass = Field(default_factory=ConfigClass)
     miner_scorer: ConfigClass = Field(default_factory=ConfigClass)
diff --git a/config/mainnet.yaml.example b/config/mainnet.yaml.example
index bff750080..25fb79335 100644
--- a/config/mainnet.yaml.example
+++ b/config/mainnet.yaml.example
@@ -12,6 +12,11 @@ websearch:
   kwargs:
     key: "TAVILY_API_KEY"
 
+logger_wandb:
+  kwargs:
+    project: "apex-gan-arena"
+    api_key: "YOUR_WANDB_API_KEY"
+
 llm:
   kwargs:
     key: "CHUTES_API_KEY"
diff --git a/config/testnet.yaml.example b/config/testnet.yaml.example
index adea06149..47c19ae8f 100644
--- a/config/testnet.yaml.example
+++ b/config/testnet.yaml.example
@@ -10,6 +10,11 @@ websearch:
   kwargs:
     key: "TAVILY_API_KEY"
 
+logger_wandb:
+  kwargs:
+    project: "apex-gan-arena"
+    api_key: "YOUR_WANDB_API_KEY"
+
 llm:
   kwargs:
     key: "CHUTES_API_KEY"

From 0f826f11132643abcf95ee2f89d8b3de95b540d8 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:34:39 +0100
Subject: [PATCH 03/22] Add LoggerWandb class for asynchronous logging to
 Weights & Biases

---
 apex/validator/logger_wandb.py | 51 ++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)
 create mode 100644 apex/validator/logger_wandb.py

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
new file mode 100644
index 000000000..58a9a6246
--- /dev/null
+++ b/apex/validator/logger_wandb.py
@@ -0,0 +1,51 @@
+import asyncio
+
+from macrocosmos import AsyncLoggerClient
+
+from apex import __version__
+import wandb
+from apex.common.async_chain import AsyncChain
+from apex.common.models import MinerDiscriminatorResults
+
+def approximate_tokens(text: str) -> int:
+    """Count the number of tokens in a text."""
+    return len(text) // 4
+
+class LoggerWandb:
+    def __init__(
+        self,
+        async_chain: AsyncChain,
+        project: str = "apex-gan-arena",
+        api_key: str | None = None,
+    ):
+        if project and api_key:
+            self.run = wandb.init(project=project, api_key=api_key)
+        else:
+            self.run = None
+
+    async def log(
+        self,
+        reference: str | None = None,
+        discriminator_results: MinerDiscriminatorResults | None = None,
+        tool_history: list[dict[str, str]] | None = None,
+    ) -> None:
+        """Log an event to wandb."""
+        if self.run:
+            if discriminator_results:
+                processed_event = self.process_event(discriminator_results.model_dump())
+                processed_event["reference"] = reference
+                processed_event["tool_history"] = tool_history
+                await self.run.log(processed_event)
+
+    def process_event(self, event: dict[str, str]) -> dict[str, str | float]:
+        """Preprocess an event before logging it."""
+        reference = event.get("reference")
+        generation = event.get("generation", "")
+        generator_tokens = approximate_tokens(generation)
+        reference_tokens = approximate_tokens(reference)
+
+        processed_event = dict(event)
+        processed_event["generator_tokens"] = generator_tokens
+        processed_event["reference_tokens"] = reference_tokens
+
+        return processed_event

From 557294f225c16578a5478bffa558415f92b4bbc7 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:41:49 +0100
Subject: [PATCH 04/22] Add generator_times to MinerGeneratorResults and
 generator_time to MinerDiscriminatorResults; update query_miners to return
 execution time

---
 apex/common/models.py           |  2 ++
 apex/validator/miner_sampler.py | 24 ++++++++++++++++--------
 2 files changed, 18 insertions(+), 8 deletions(-)

diff --git a/apex/common/models.py b/apex/common/models.py
index 39eeeca68..a6741efa4 100644
--- a/apex/common/models.py
+++ b/apex/common/models.py
@@ -13,12 +13,14 @@ class MinerGeneratorResults(BaseModel):
     query: str
     generator_hotkeys: list[str]
     generator_results: list[str]
+    generator_times: list[float]
 
 
 class MinerDiscriminatorResults(BaseModel):
     query: str
     generator_hotkey: str
     generator_result: str
+    generator_time: float
     generator_score: float
     discriminator_hotkeys: list[str]
     discriminator_results: list[str]
diff --git a/apex/validator/miner_sampler.py b/apex/validator/miner_sampler.py
index c4fc10433..6cd377b97 100644
--- a/apex/validator/miner_sampler.py
+++ b/apex/validator/miner_sampler.py
@@ -134,8 +134,9 @@ async def _sample_miners(self) -> list[MinerInfo]:
 
     async def query_miners(
         self, body: dict[str, Any], endpoint: str, hotkey: str | None = None, timeout: float = TIMEOUT
-    ) -> str:
+    ) -> tuple[str, float]:
         """Query the miners for the query."""
+        start_time = time.time()
         try:
             client_timeout = aiohttp.ClientTimeout(total=timeout)
             async with aiohttp.ClientSession() as session:
@@ -152,8 +153,8 @@ async def query_miners(
                     result = await resp.text()
         except BaseException:
             # Error during miner query, return empty string.
-            return ""
-        return str(result)
+            return "", 0.0
+        return str(result), time.time() - start_time
 
     async def query_generators(self, query: str) -> MinerGeneratorResults:
         """Query the miners for the query."""
@@ -161,13 +162,18 @@ async def query_generators(self, query: str) -> MinerGeneratorResults:
         body = {"step": "generator", "query": query}
 
         hotkeys: list[str] = []
-        tasks: list[Coroutine[str, str, Any]] = []
+        tasks: list[Coroutine[tuple[str, float], str, Any]] = []
 
         for miner_info in miner_information:
             hotkeys.append(miner_info.hotkey)
             tasks.append(self.query_miners(body=body, endpoint=miner_info.address, hotkey=miner_info.hotkey))
         generator_results = await asyncio.gather(*tasks)
-        return MinerGeneratorResults(query=query, generator_hotkeys=hotkeys, generator_results=generator_results)
+        return MinerGeneratorResults(
+            query=query,
+            generator_hotkeys=hotkeys,
+            generator_results=[result[0] for result in generator_results],
+            generator_times=[result[1] for result in generator_results],
+        )
 
     async def query_discriminators(
         self,
@@ -180,11 +186,12 @@ async def query_discriminators(
         miner_information = await self._sample_miners()
         # Flip the coin for the generator.
         if ground_truth and generator_results:
-            selected_generator: tuple[str, str] = random.choice(
+            selected_generator: tuple[str, str, float] = random.choice(
                 list(
                     zip(
                         generator_results.generator_hotkeys,
                         generator_results.generator_results,
+                        generator_results.generator_times,
                         strict=False,
                     )
                 )
@@ -201,7 +208,7 @@ async def query_discriminators(
         }
 
         hotkeys: list[str] = []
-        tasks: list[Coroutine[str, str, Any]] = []
+        tasks: list[Coroutine[tuple[str, float], str, Any]] = []
         for miner_info in miner_information:
             hotkeys.append(miner_info.hotkey)
             tasks.append(self.query_miners(body=body, endpoint=miner_info.address, hotkey=miner_info.hotkey))
@@ -212,7 +219,7 @@ async def query_discriminators(
         parsed_discriminator_results: list[str] = []
         score_per_miner = 1.0 / len(miner_information)
 
-        for result in discriminator_results:
+        for result, _ in discriminator_results:
             if result:
                 # Parse the OpenAI response to extract the discriminator's choice.
                 try:
@@ -243,6 +250,7 @@ async def query_discriminators(
             generator_hotkey=selected_generator[0],
             generator_result=selected_generator[1],
             generator_score=generator_result_float,
+            generator_time=selected_generator[2],
             discriminator_hotkeys=hotkeys,
             discriminator_results=parsed_discriminator_results,
             discriminator_scores=discriminator_results_float,

From 5f9c6cdf777889a02813be2c0f4a884c9f102eef Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:57:45 +0100
Subject: [PATCH 05/22] Update MinerResults to include execution time; enhance
 query_miners for better performance tracking

---
 apex/validator/miner_sampler.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/apex/validator/miner_sampler.py b/apex/validator/miner_sampler.py
index 6cd377b97..5e1c839e9 100644
--- a/apex/validator/miner_sampler.py
+++ b/apex/validator/miner_sampler.py
@@ -52,7 +52,7 @@ def __init__(
             sample_mode: Sampling mode, available modes:
                 - random: Samples random uids.
                 - sequential: Samples all uids sequentially.
-            sample_size: Amount of miners to be samples in one call.
+            sample_size: Amount of miners to be sampled in one call.
             logger_db: Optional logger DB object.
             available_uids: List of available UIDs. If None, use all UIDs.
             available_addresses: List of available addresses for given UIDs. If None, use metagraph addresses.

From 1f6161ef644a50bea0ebddfce7ffff841571f1ce Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 10:58:00 +0100
Subject: [PATCH 06/22] Refactor logging to use LoggerWandb in validator and
 pipeline modules

---
 apex/validator/pipeline.py | 10 +++++-----
 validator.py               |  5 +++--
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/apex/validator/pipeline.py b/apex/validator/pipeline.py
index 41079a985..1c5aa6272 100644
--- a/apex/validator/pipeline.py
+++ b/apex/validator/pipeline.py
@@ -11,7 +11,7 @@
 from apex.services.llm.llm_base import LLMBase
 from apex.services.websearch.websearch_base import WebSearchBase
 from apex.validator import generate_query, generate_reference
-from apex.validator.logger_apex import LoggerApex
+from apex.validator.logger_wandb import LoggerWandb
 from apex.validator.miner_sampler import MinerSampler
 
 
@@ -22,7 +22,7 @@ def __init__(
         miner_sampler: MinerSampler,
         llm: LLMBase,
         deep_research: DeepResearchBase,
-        logger_apex: LoggerApex | None = None,
+        logger_wandb: LoggerWandb | None = None,
         num_consumers: int = 5,
         timeout_consumer: float = 1200,
         timeout_producer: float = 240,
@@ -34,7 +34,7 @@ def __init__(
         self.miner_registry = miner_sampler
         self.llm = llm
         self.deep_research = deep_research
-        self.logger_apex = logger_apex
+        self.logger_wandb = logger_wandb
         self.num_consumers = num_consumers
         self.timeout_consumer = timeout_consumer
         self.timeout_producer = timeout_producer
@@ -105,8 +105,8 @@ async def run_single(self, task: QueryTask) -> str:
             query=query, generator_results=generator_results, reference=reference, ground_truth=ground_truth
         )
 
-        if self.logger_apex:
-            await self.logger_apex.log(
+        if self.logger_wandb:
+            await self.logger_wandb.log(
                 reference=reference, discriminator_results=discriminator_results, tool_history=tool_history
             )
 
diff --git a/validator.py b/validator.py
index 8076fec97..b96a57337 100644
--- a/validator.py
+++ b/validator.py
@@ -15,6 +15,7 @@
 from apex.validator.miner_scorer import MinerScorer
 from apex.validator.pipeline import Pipeline
 from apex.validator.weight_syncer import WeightSyncer
+from apex.validator.logger_wandb import LoggerWandb
 
 
 async def read_args() -> argparse.Namespace:
@@ -47,7 +48,7 @@ async def main() -> None:
     asyncio.create_task(logger_db.start_loop())
     logger.debug(f"Started DB at: '{logger_db.db_path}'")
 
-    # logger_apex = LoggerApex(async_chain=chain)
+    logger_wandb = LoggerWandb(async_chain=chain)
 
     websearch = WebSearchTavily(**config.websearch.kwargs)
     logger.debug("Started web search tool")
@@ -77,7 +78,7 @@ async def main() -> None:
         miner_sampler=miner_sampler,
         llm=llm,
         deep_research=deep_research,
-        # logger_apex=logger_apex,
+        logger_wandb=logger_wandb,
         **config.pipeline.kwargs,
     )
     try:

From f0796d75a1a494092b395245a430d3c885720b6c Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 13:41:19 +0100
Subject: [PATCH 07/22] Refactor LoggerWandb initialization and logging method;
 update MinerSampler to include a default value in selected_generator tuple

---
 apex/validator/logger_wandb.py  | 25 +++++++++++++------------
 apex/validator/miner_sampler.py |  2 +-
 validator.py                    |  2 +-
 3 files changed, 15 insertions(+), 14 deletions(-)

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
index 58a9a6246..26d0bd677 100644
--- a/apex/validator/logger_wandb.py
+++ b/apex/validator/logger_wandb.py
@@ -1,16 +1,15 @@
-import asyncio
-
-from macrocosmos import AsyncLoggerClient
-
-from apex import __version__
 import wandb
+from typing import Any, Mapping
+
 from apex.common.async_chain import AsyncChain
 from apex.common.models import MinerDiscriminatorResults
 
+
 def approximate_tokens(text: str) -> int:
     """Count the number of tokens in a text."""
     return len(text) // 4
 
+
 class LoggerWandb:
     def __init__(
         self,
@@ -18,10 +17,11 @@ def __init__(
         project: str = "apex-gan-arena",
         api_key: str | None = None,
     ):
+        self.run: Any | None = None
         if project and api_key:
-            self.run = wandb.init(project=project, api_key=api_key)
-        else:
-            self.run = None
+            # Authenticate with W&B, then initialize the run
+            wandb.login(key=api_key)
+            self.run = wandb.init(project=project)
 
     async def log(
         self,
@@ -35,16 +35,17 @@ async def log(
                 processed_event = self.process_event(discriminator_results.model_dump())
                 processed_event["reference"] = reference
                 processed_event["tool_history"] = tool_history
-                await self.run.log(processed_event)
+                # W&B log is synchronous
+                self.run.log(processed_event)
 
-    def process_event(self, event: dict[str, str]) -> dict[str, str | float]:
+    def process_event(self, event: Mapping[str, Any]) -> dict[str, Any]:
         """Preprocess an event before logging it."""
-        reference = event.get("reference")
+        reference = event.get("reference", "")
         generation = event.get("generation", "")
         generator_tokens = approximate_tokens(generation)
         reference_tokens = approximate_tokens(reference)
 
-        processed_event = dict(event)
+        processed_event: dict[str, Any] = dict(event)
         processed_event["generator_tokens"] = generator_tokens
         processed_event["reference_tokens"] = reference_tokens
 
diff --git a/apex/validator/miner_sampler.py b/apex/validator/miner_sampler.py
index 5e1c839e9..87219e676 100644
--- a/apex/validator/miner_sampler.py
+++ b/apex/validator/miner_sampler.py
@@ -199,7 +199,7 @@ async def query_discriminators(
         else:
             if reference is None:
                 raise ValueError("Reference cannot be None when not using miner generator results")
-            selected_generator = (VALIDATOR_REFERENCE_LABEL, reference)
+            selected_generator = (VALIDATOR_REFERENCE_LABEL, reference, 0.0)
 
         body = {
             "step": "discriminator",
diff --git a/validator.py b/validator.py
index b96a57337..ce0e6f752 100644
--- a/validator.py
+++ b/validator.py
@@ -11,11 +11,11 @@
 from apex.services.llm.llm import LLM
 from apex.services.websearch.websearch_tavily import WebSearchTavily
 from apex.validator.logger_db import LoggerDB
+from apex.validator.logger_wandb import LoggerWandb
 from apex.validator.miner_sampler import MinerSampler
 from apex.validator.miner_scorer import MinerScorer
 from apex.validator.pipeline import Pipeline
 from apex.validator.weight_syncer import WeightSyncer
-from apex.validator.logger_wandb import LoggerWandb
 
 
 async def read_args() -> argparse.Namespace:

From 70b5773abd0f704c8b1f5cafeb20cc252a5a8670 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 15:54:28 +0100
Subject: [PATCH 08/22] Enhance LoggerWandb initialization with
 project-specific configuration; include versioning and entity details for W&B
 integration

---
 apex/validator/logger_wandb.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
index 26d0bd677..de0d0dcdf 100644
--- a/apex/validator/logger_wandb.py
+++ b/apex/validator/logger_wandb.py
@@ -3,6 +3,7 @@
 
 from apex.common.async_chain import AsyncChain
 from apex.common.models import MinerDiscriminatorResults
+from apex import __version__
 
 
 def approximate_tokens(text: str) -> int:
@@ -21,7 +22,15 @@ def __init__(
         if project and api_key:
             # Authenticate with W&B, then initialize the run
             wandb.login(key=api_key)
-            self.run = wandb.init(project=project)
+            self.run = wandb.init(
+                entity="macrocosmos",
+                project=project,
+                config={
+                    "hotkey": async_chain.wallet.hotkey.ss58_address,
+                    "netuid": async_chain.netuid,
+                    "version": __version__,
+                },
+            )
 
     async def log(
         self,
@@ -35,7 +44,6 @@ async def log(
                 processed_event = self.process_event(discriminator_results.model_dump())
                 processed_event["reference"] = reference
                 processed_event["tool_history"] = tool_history
-                # W&B log is synchronous
                 self.run.log(processed_event)
 
     def process_event(self, event: Mapping[str, Any]) -> dict[str, Any]:

From 299b9e15efc68f3727e0f5e06c32495eecd106d3 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:05:15 +0100
Subject: [PATCH 09/22] Regenerate Lock

---
 uv.lock | 1739 +++++++++++++++++++++++++++++--------------------------
 1 file changed, 928 insertions(+), 811 deletions(-)

diff --git a/uv.lock b/uv.lock
index 707096b0b..030b18023 100644
--- a/uv.lock
+++ b/uv.lock
@@ -25,7 +25,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.14"
+version = "3.12.15"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -36,59 +36,59 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e6/0b/e39ad954107ebf213a2325038a3e7a506be3d98e1435e1f82086eec4cde2/aiohttp-3.12.14.tar.gz", hash = "sha256:6e06e120e34d93100de448fd941522e11dafa78ef1a893c179901b7d66aa29f2", size = 7822921, upload-time = "2025-07-10T13:05:33.968Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/53/e1/8029b29316971c5fa89cec170274582619a01b3d82dd1036872acc9bc7e8/aiohttp-3.12.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f4552ff7b18bcec18b60a90c6982049cdb9dac1dba48cf00b97934a06ce2e597", size = 709960, upload-time = "2025-07-10T13:03:11.936Z" },
-    { url = "https://files.pythonhosted.org/packages/96/bd/4f204cf1e282041f7b7e8155f846583b19149e0872752711d0da5e9cc023/aiohttp-3.12.14-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8283f42181ff6ccbcf25acaae4e8ab2ff7e92b3ca4a4ced73b2c12d8cd971393", size = 482235, upload-time = "2025-07-10T13:03:14.118Z" },
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From 2fc194a63ec39c5d5241afab4f21c336b323b3d5 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:09:25 +0100
Subject: [PATCH 10/22] Add ruff to packages

---
 pyproject.toml | 1 +
 uv.lock        | 2 ++
 2 files changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index b4731c413..1a3790cdb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,6 +35,7 @@ dependencies = [
     "dotenv>=0.9.9",
     "pytest-mock>=3.14.1",
     "wandb>=0.21.1",
+    "ruff>=0.12.5",
 ]
 
 
diff --git a/uv.lock b/uv.lock
index 030b18023..6b753bc38 100644
--- a/uv.lock
+++ b/uv.lock
@@ -167,6 +167,7 @@ dependencies = [
     { name = "requests" },
     { name = "rich" },
     { name = "rouge" },
+    { name = "ruff" },
     { name = "substrate-interface" },
     { name = "tavily-python" },
     { name = "types-cachetools" },
@@ -227,6 +228,7 @@ requires-dist = [
     { name = "requests", specifier = ">=2.31.0" },
     { name = "rich", specifier = ">=14.0.0" },
     { name = "rouge", specifier = ">=1.0.1" },
+    { name = "ruff", specifier = ">=0.12.5" },
     { name = "ruff", marker = "extra == 'dev'", specifier = "==0.12.5" },
     { name = "substrate-interface", specifier = ">=1.7.11" },
     { name = "tavily-python", specifier = ">=0.7.10" },

From 17d7ab33a117363fe8f081a4af94959b140fd1b4 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:09:53 +0100
Subject: [PATCH 11/22] Refactor logger_wandb module to improve imports and
 maintain consistency; update pipeline to correctly import LoggerWandb

---
 apex/validator/logger_wandb.py | 6 ++++--
 apex/validator/pipeline.py     | 2 +-
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
index de0d0dcdf..38a0df7bf 100644
--- a/apex/validator/logger_wandb.py
+++ b/apex/validator/logger_wandb.py
@@ -1,9 +1,11 @@
+from collections.abc import Mapping
+from typing import Any
+
 import wandb
-from typing import Any, Mapping
 
+from apex import __version__
 from apex.common.async_chain import AsyncChain
 from apex.common.models import MinerDiscriminatorResults
-from apex import __version__
 
 
 def approximate_tokens(text: str) -> int:
diff --git a/apex/validator/pipeline.py b/apex/validator/pipeline.py
index 2408b0007..cc1e6e045 100644
--- a/apex/validator/pipeline.py
+++ b/apex/validator/pipeline.py
@@ -11,8 +11,8 @@
 from apex.services.llm.llm_base import LLMBase
 from apex.services.websearch.websearch_base import WebSearchBase
 from apex.validator import generate_query, generate_reference
-from apex.validator.logger_wandb import LoggerWandb
 from apex.validator.logger_local import LoggerLocal
+from apex.validator.logger_wandb import LoggerWandb
 from apex.validator.miner_sampler import MinerSampler
 
 

From 622f73c50da08e8aa0ba028f69446076ec8b4ace Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:13:02 +0100
Subject: [PATCH 12/22] Add timing to tests

---
 tests/validator/test_miner_sampler.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/validator/test_miner_sampler.py b/tests/validator/test_miner_sampler.py
index 8a4b2fcb1..af1d84ac0 100644
--- a/tests/validator/test_miner_sampler.py
+++ b/tests/validator/test_miner_sampler.py
@@ -227,7 +227,7 @@ async def test_query_miners() -> None:
         mock_generate_header.assert_called_with(
             mock_chain.wallet.hotkey, body=json.dumps(body).encode("utf-8"), signed_for=None
         )
-        assert result == '{"response": "ok"}'
+        assert result == ('{"response": "ok"}', 0)
 
 
 @pytest.mark.asyncio

From feba89ff1dc9335034142437dab8218f1202ca69 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:33:18 +0100
Subject: [PATCH 13/22] Wrap query miners instead of altering signature

---
 apex/validator/miner_sampler.py       | 19 +++++++++----
 tests/validator/test_miner_sampler.py | 41 ++++++++++++++++++++-------
 2 files changed, 43 insertions(+), 17 deletions(-)

diff --git a/apex/validator/miner_sampler.py b/apex/validator/miner_sampler.py
index 87219e676..4bee2109d 100644
--- a/apex/validator/miner_sampler.py
+++ b/apex/validator/miner_sampler.py
@@ -134,9 +134,8 @@ async def _sample_miners(self) -> list[MinerInfo]:
 
     async def query_miners(
         self, body: dict[str, Any], endpoint: str, hotkey: str | None = None, timeout: float = TIMEOUT
-    ) -> tuple[str, float]:
+    ) -> str:
         """Query the miners for the query."""
-        start_time = time.time()
         try:
             client_timeout = aiohttp.ClientTimeout(total=timeout)
             async with aiohttp.ClientSession() as session:
@@ -153,8 +152,16 @@ async def query_miners(
                     result = await resp.text()
         except BaseException:
             # Error during miner query, return empty string.
-            return "", 0.0
-        return str(result), time.time() - start_time
+            return ""
+        return str(result)
+
+    async def query_miners_with_times(
+        self, body: dict[str, Any], endpoint: str, hotkey: str | None = None, timeout: float = TIMEOUT
+    ) -> tuple[str, float]:
+        """Query the miners for the query."""
+        start_time = time.time()
+        result = await self.query_miners(body, endpoint, hotkey, timeout)
+        return result, time.time() - start_time
 
     async def query_generators(self, query: str) -> MinerGeneratorResults:
         """Query the miners for the query."""
@@ -166,7 +173,7 @@ async def query_generators(self, query: str) -> MinerGeneratorResults:
 
         for miner_info in miner_information:
             hotkeys.append(miner_info.hotkey)
-            tasks.append(self.query_miners(body=body, endpoint=miner_info.address, hotkey=miner_info.hotkey))
+            tasks.append(self.query_miners_with_times(body=body, endpoint=miner_info.address, hotkey=miner_info.hotkey))
         generator_results = await asyncio.gather(*tasks)
         return MinerGeneratorResults(
             query=query,
@@ -219,7 +226,7 @@ async def query_discriminators(
         parsed_discriminator_results: list[str] = []
         score_per_miner = 1.0 / len(miner_information)
 
-        for result, _ in discriminator_results:
+        for result in discriminator_results:
             if result:
                 # Parse the OpenAI response to extract the discriminator's choice.
                 try:
diff --git a/tests/validator/test_miner_sampler.py b/tests/validator/test_miner_sampler.py
index af1d84ac0..895958a32 100644
--- a/tests/validator/test_miner_sampler.py
+++ b/tests/validator/test_miner_sampler.py
@@ -227,7 +227,7 @@ async def test_query_miners() -> None:
         mock_generate_header.assert_called_with(
             mock_chain.wallet.hotkey, body=json.dumps(body).encode("utf-8"), signed_for=None
         )
-        assert result == ('{"response": "ok"}', 0)
+        assert result == '{"response": "ok"}'
 
 
 @pytest.mark.asyncio
@@ -243,8 +243,12 @@ async def test_query_generators(monkeypatch: MonkeyPatch, miner_sampler: MinerSa
             ],
         ),
     )
-    query_miners_mock: AsyncMock = AsyncMock(side_effect=["result1", "result2"])
-    monkeypatch.setattr(miner_sampler, "query_miners", AsyncMock(side_effect=query_miners_mock))
+    query_miners_with_times_mock: AsyncMock = AsyncMock(side_effect=[("result1", 0.1), ("result2", 0.2)])
+    monkeypatch.setattr(
+        miner_sampler,
+        "query_miners_with_times",
+        AsyncMock(side_effect=query_miners_with_times_mock),
+    )
 
     query = "test query"
     results = await miner_sampler.query_generators(query)
@@ -253,12 +257,13 @@ async def test_query_generators(monkeypatch: MonkeyPatch, miner_sampler: MinerSa
     assert results.query == query
     assert results.generator_hotkeys == ["key1", "key3"]
     assert results.generator_results == ["result1", "result2"]
+    assert results.generator_times == [0.1, 0.2]
 
-    assert query_miners_mock.call_count == 2  # type: ignore
-    query_miners_mock.assert_any_call(
+    assert query_miners_with_times_mock.call_count == 2  # type: ignore
+    query_miners_with_times_mock.assert_any_call(
         body={"step": "generator", "query": query}, endpoint="http://1.1.1.1:8000", hotkey="key1"
     )
-    query_miners_mock.assert_any_call(  # type: ignore
+    query_miners_with_times_mock.assert_any_call(  # type: ignore
         body={"step": "generator", "query": query}, endpoint="http://3.3.3.3:8002", hotkey="key3"
     )
 
@@ -270,7 +275,7 @@ async def test_query_discriminators_selects_generator(
     mock_random_choice: MagicMock, mock_random_random: MagicMock, monkeypatch: MonkeyPatch, miner_sampler: MinerSampler
 ) -> None:
     """Tests that a query to a discriminator is successful when a generator is selected."""
-    mock_random_choice.return_value = ("gen_key1", "gen_result1")
+    mock_random_choice.return_value = ("gen_key1", "gen_result1", 0.1)
 
     monkeypatch.setattr(
         miner_sampler,
@@ -295,7 +300,10 @@ async def test_query_discriminators_selects_generator(
     )
 
     generator_results = MinerGeneratorResults(
-        query="test query", generator_hotkeys=["gen_key1", "gen_key2"], generator_results=["gen_result1", "gen_result2"]
+        query="test query",
+        generator_hotkeys=["gen_key1", "gen_key2"],
+        generator_results=["gen_result1", "gen_result2"],
+        generator_times=[0.1, 0.2],
     )
     reference = "reference text"
 
@@ -308,6 +316,7 @@ async def test_query_discriminators_selects_generator(
     assert results.discriminator_results == ["1", "0"]
     assert results.discriminator_scores == [0.5, 0.0]
     assert results.generator_score == 0.5
+    assert results.generator_time == 0.1
 
 
 @pytest.mark.asyncio
@@ -339,7 +348,10 @@ async def test_query_discriminators_selects_reference(
     )
 
     generator_results = MinerGeneratorResults(
-        query="test query", generator_hotkeys=["gen_key1", "gen_key2"], generator_results=["gen_result1", "gen_result2"]
+        query="test query",
+        generator_hotkeys=["gen_key1", "gen_key2"],
+        generator_results=["gen_result1", "gen_result2"],
+        generator_times=[0.1, 0.2],
     )
     reference = "reference text"
 
@@ -349,6 +361,7 @@ async def test_query_discriminators_selects_reference(
 
     assert results.generator_hotkey == "Validator"
     assert results.generator_result == reference
+    assert results.generator_time == 0.0
     assert results.discriminator_hotkeys == ["disc_key1", "disc_key2"]
     assert results.discriminator_results == ["0", "1"]
     assert results.discriminator_scores == [0.5, 0.0]
@@ -390,7 +403,10 @@ async def test_query_discriminators_response_parsing(
     monkeypatch.setattr(miner_sampler, "query_miners", AsyncMock(return_value=miner_response))
 
     generator_results = MinerGeneratorResults(
-        query="test query", generator_hotkeys=["gen_key1"], generator_results=["gen_result1"]
+        query="test query",
+        generator_hotkeys=["gen_key1"],
+        generator_results=["gen_result1"],
+        generator_times=[0.1],
     )
     reference = "reference text"
 
@@ -423,7 +439,10 @@ async def test_query_discriminators_with_db_log(monkeypatch: MonkeyPatch, miner_
 
     with patch("random.random", return_value=0.6):
         generator_results = MinerGeneratorResults(
-            query="test query", generator_hotkeys=["gen_key1"], generator_results=["gen_result1"]
+            query="test query",
+            generator_hotkeys=["gen_key1"],
+            generator_results=["gen_result1"],
+            generator_times=[0.1],
         )
         reference = "reference text"
 

From 080b89c919bde63055a0de3257c1d41e0041121a Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:39:36 +0100
Subject: [PATCH 14/22] Enhance error handling in LoggerWandb initialization by
 adding a try-except block to log failures during W&B run setup

---
 apex/validator/logger_wandb.py | 26 +++++++++++++++-----------
 1 file changed, 15 insertions(+), 11 deletions(-)

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
index 38a0df7bf..cc9a9c700 100644
--- a/apex/validator/logger_wandb.py
+++ b/apex/validator/logger_wandb.py
@@ -2,6 +2,7 @@
 from typing import Any
 
 import wandb
+from loguru import logger
 
 from apex import __version__
 from apex.common.async_chain import AsyncChain
@@ -22,17 +23,20 @@ def __init__(
     ):
         self.run: Any | None = None
         if project and api_key:
-            # Authenticate with W&B, then initialize the run
-            wandb.login(key=api_key)
-            self.run = wandb.init(
-                entity="macrocosmos",
-                project=project,
-                config={
-                    "hotkey": async_chain.wallet.hotkey.ss58_address,
-                    "netuid": async_chain.netuid,
-                    "version": __version__,
-                },
-            )
+            try:
+                # Authenticate with W&B, then initialize the run
+                wandb.login(key=api_key)
+                self.run = wandb.init(
+                    entity="macrocosmos",
+                    project=project,
+                    config={
+                        "hotkey": async_chain.wallet.hotkey.ss58_address,
+                        "netuid": async_chain.netuid,
+                        "version": __version__,
+                    },
+                )
+            except Exception as e:
+                logger.error(f"Failed to initialize W&B run: {e}")
 
     async def log(
         self,

From 465c2530539e1c5d26376cf1257547da5f1362ce Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:08:59 +0000
Subject: [PATCH 15/22] Update LoggerWandb initialization to accept additional
 configuration parameters from the logger settings

---
 validator.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/validator.py b/validator.py
index ce0e6f752..8caf7c348 100644
--- a/validator.py
+++ b/validator.py
@@ -48,7 +48,7 @@ async def main() -> None:
     asyncio.create_task(logger_db.start_loop())
     logger.debug(f"Started DB at: '{logger_db.db_path}'")
 
-    logger_wandb = LoggerWandb(async_chain=chain)
+    logger_wandb = LoggerWandb(async_chain=chain, **config.logger_wandb.kwargs)
 
     websearch = WebSearchTavily(**config.websearch.kwargs)
     logger.debug("Started web search tool")

From e7c6e8e693dcfebaa82fe59d19fb8c60feba11b6 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:09:35 +0000
Subject: [PATCH 16/22] Add wandb/ to .gitignore to exclude W&B files from
 version control

---
 .gitignore | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.gitignore b/.gitignore
index 2bfecfb38..ee5313c0d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -117,3 +117,5 @@ cython_debug/
 
 # VS Code
 .vscode
+
+wandb/
\ No newline at end of file

From db80808160fba532786cd004c9620f4b421795c9 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 19 Aug 2025 16:10:37 +0000
Subject: [PATCH 17/22] Enhance LoggerWandb with detailed logging for W&B run
 initialization and event logging; add warnings for missing API key

---
 apex/validator/logger_wandb.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/apex/validator/logger_wandb.py b/apex/validator/logger_wandb.py
index cc9a9c700..dcfdd2754 100644
--- a/apex/validator/logger_wandb.py
+++ b/apex/validator/logger_wandb.py
@@ -35,8 +35,11 @@ def __init__(
                         "version": __version__,
                     },
                 )
+                logger.info(f"Initialized W&B run: {self.run.id}")
             except Exception as e:
                 logger.error(f"Failed to initialize W&B run: {e}")
+        else:
+            logger.warning("W&B API key not provided, skipping logging to W&B")
 
     async def log(
         self,

From 4674d5c61873df1e50ccc268d402a52ebc9fd887 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Tue, 26 Aug 2025 14:48:12 +0100
Subject: [PATCH 18/22] Bump Project Version

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

diff --git a/pyproject.toml b/pyproject.toml
index 3231b11a5..74baa90a1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "apex"
-version = "3.0.3"
+version = "3.0.4"
 description = "Bittensor Subnet 1: Apex"
 readme = "README.md"
 requires-python = "~=3.11"

From a0c865086479368010b93e008488af6bb0536e87 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Wed, 27 Aug 2025 10:49:01 +0100
Subject: [PATCH 19/22] Update uv.lock to revision 2; bump zstandard version to
 0.24.0 and add upload times for sdist and wheels.

---
 uv.lock | 3636 ++++++++++++++++++++++++++++---------------------------
 1 file changed, 1879 insertions(+), 1757 deletions(-)

diff --git a/uv.lock b/uv.lock
index 1440f6fe7..cde84a241 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 1
+revision = 2
 requires-python = ">=3.11, <4"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -18,9 +18,9 @@ overrides = [
 name = "aiohappyeyeballs"
 version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265 },
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
 ]
 
 [[package]]
@@ -36,59 +36,59 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e6/0b/e39ad954107ebf213a2325038a3e7a506be3d98e1435e1f82086eec4cde2/aiohttp-3.12.14.tar.gz", hash = "sha256:6e06e120e34d93100de448fd941522e11dafa78ef1a893c179901b7d66aa29f2", size = 7822921 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/53/e1/8029b29316971c5fa89cec170274582619a01b3d82dd1036872acc9bc7e8/aiohttp-3.12.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f4552ff7b18bcec18b60a90c6982049cdb9dac1dba48cf00b97934a06ce2e597", size = 709960 },
-    { url = "https://files.pythonhosted.org/packages/96/bd/4f204cf1e282041f7b7e8155f846583b19149e0872752711d0da5e9cc023/aiohttp-3.12.14-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8283f42181ff6ccbcf25acaae4e8ab2ff7e92b3ca4a4ced73b2c12d8cd971393", size = 482235 },
-    { url = "https://files.pythonhosted.org/packages/d6/0f/2a580fcdd113fe2197a3b9df30230c7e85bb10bf56f7915457c60e9addd9/aiohttp-3.12.14-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:040afa180ea514495aaff7ad34ec3d27826eaa5d19812730fe9e529b04bb2179", size = 470501 },
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From 766d2ce30b989a280b268f647030a56203cfbaaf Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Thu, 28 Aug 2025 10:18:00 +0000
Subject: [PATCH 20/22] Change wandb log level

---
 .gitignore   | 2 +-
 validator.py | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index ee5313c0d..53be68a74 100644
--- a/.gitignore
+++ b/.gitignore
@@ -118,4 +118,4 @@ cython_debug/
 # VS Code
 .vscode
 
-wandb/
\ No newline at end of file
+wandb/
diff --git a/validator.py b/validator.py
index 8caf7c348..05765a927 100644
--- a/validator.py
+++ b/validator.py
@@ -1,5 +1,6 @@
 import argparse
 import asyncio
+import logging
 from pathlib import Path
 
 from loguru import logger
@@ -17,6 +18,9 @@
 from apex.validator.pipeline import Pipeline
 from apex.validator.weight_syncer import WeightSyncer
 
+pylogger = logging.getLogger("wandb")
+pylogger.setLevel(logging.INFO)
+
 
 async def read_args() -> argparse.Namespace:
     parser = argparse.ArgumentParser(description="Apex validator")

From d24a1e806dc582e64dc2e80b1c2233b3f49ff92f Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Thu, 28 Aug 2025 10:30:24 +0000
Subject: [PATCH 21/22] Set default log level to info

---
 apex/__init__.py | 2 +-
 validator.py     | 3 ---
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/apex/__init__.py b/apex/__init__.py
index 367567422..0278458d3 100644
--- a/apex/__init__.py
+++ b/apex/__init__.py
@@ -44,4 +44,4 @@ def setup_logger(log_file_path: str | Path | None = None, level: str = "INFO") -
     return logger
 
 
-setup_logger(log_file_path="logs.log", level="DEBUG")
+setup_logger(log_file_path="logs.log", level="INFO")
diff --git a/validator.py b/validator.py
index 05765a927..11f1b7f02 100644
--- a/validator.py
+++ b/validator.py
@@ -18,9 +18,6 @@
 from apex.validator.pipeline import Pipeline
 from apex.validator.weight_syncer import WeightSyncer
 
-pylogger = logging.getLogger("wandb")
-pylogger.setLevel(logging.INFO)
-
 
 async def read_args() -> argparse.Namespace:
     parser = argparse.ArgumentParser(description="Apex validator")

From fb6935b29c5b9fdfad5b72c45c861636b522bd04 Mon Sep 17 00:00:00 2001
From: bkb2135 <bkb2135@columbia.edu>
Date: Thu, 28 Aug 2025 12:25:52 +0000
Subject: [PATCH 22/22] Remove unused logging import from validator.py

---
 validator.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/validator.py b/validator.py
index 11f1b7f02..8caf7c348 100644
--- a/validator.py
+++ b/validator.py
@@ -1,6 +1,5 @@
 import argparse
 import asyncio
-import logging
 from pathlib import Path
 
 from loguru import logger