From fffcdb2ffa00189eab8a554a702004787b167f23 Mon Sep 17 00:00:00 2001
From: SecroLoL <azshan@stanford.edu>
Date: Thu, 12 Jun 2025 17:01:23 -0700
Subject: [PATCH 1/2] Add basic refactors (remove poorly written comments)

---
 Pipfile                                       |    2 +-
 Pipfile.lock                                  | 2502 +++++++++--------
 .../music_agent.py                            |   16 +-
 3 files changed, 1316 insertions(+), 1204 deletions(-)

diff --git a/Pipfile b/Pipfile
index a8ccc00..cafcad5 100644
--- a/Pipfile
+++ b/Pipfile
@@ -27,13 +27,13 @@ langchain-core = "*"
 langgraph = "*"
 langchain-community = "*"
 tavily-python = "*"
-judgeval = {file = "../judgeval", editable = true}
 simpleeval = "*"
 pydantic-ai = "*"
 devtools = "*"
 logfire = {extras = ["httpx"], version = "*"}
 matplotlib = "*"
 langchain-together = "*"
+judgeval = "*"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 67bf4e6..faf1025 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,11 +1,11 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0de6fe52aed68efcc4a4dee369e818bffca365ff5c316bad83433394d7628a87"
+            "sha256": "650351d47ac0cb0ed64dfbabf4b1a8be85c315a247804c9834eef958f28ef61b"
         },
         "pipfile-spec": 6,
         "requires": {
-            "python_version": "3.12"
+            "python_version": "3.11"
         },
         "sources": [
             {
@@ -26,90 +26,95 @@
         },
         "aiohttp": {
             "hashes": [
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-                "sha256:05582cb2d156ac7506e68b5eac83179faedad74522ed88f88e5861b78740dc0e",
-                "sha256:0a29be28e60e5610d2437b5b2fed61d6f3dcde898b57fb048aa5079271e7f6f3",
-                "sha256:0b2501f1b981e70932b4a552fc9b3c942991c7ae429ea117e8fba57718cdeed0",
-                "sha256:0df3788187559c262922846087e36228b75987f3ae31dd0a1e5ee1034090d42f",
-                "sha256:12c5869e7ddf6b4b1f2109702b3cd7515667b437da90a5a4a50ba1354fe41881",
-                "sha256:14fc03508359334edc76d35b2821832f092c8f092e4b356e74e38419dfe7b6de",
-                "sha256:1a7169ded15505f55a87f8f0812c94c9412623c744227b9e51083a72a48b68a5",
-                "sha256:1c68e41c4d576cd6aa6c6d2eddfb32b2acfb07ebfbb4f9da991da26633a3db1a",
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             "markers": "python_version >= '3.9'",
-            "version": "==3.11.14"
+            "version": "==3.12.12"
         },
         "aiosignal": {
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@@ -129,12 +134,12 @@
         },
         "anthropic": {
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             "markers": "python_version >= '3.8'",
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+            "version": "==0.54.0"
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             "hashes": [
@@ -235,6 +240,22 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.3.0"
         },
+        "boto3": {
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+            "version": "==1.38.34"
+        },
+        "botocore": {
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+                "sha256:a105f4d941f329aa72c43ddf42371ec4bee50ab3619fc1ef35d0005520219612"
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@@ -253,11 +274,11 @@
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         "chroma-hnswlib": {
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@@ -569,117 +590,137 @@
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@@ -770,6 +811,20 @@
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@@ -856,11 +911,11 @@
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@@ -1018,28 +1082,28 @@
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@@ -1060,12 +1124,12 @@
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@@ -1078,30 +1142,30 @@
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@@ -1146,20 +1210,20 @@
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         },
         "pika": {
             "hashes": [
@@ -1898,80 +1963,90 @@
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+            "version": "==4.9.1"
+        },
+        "s3transfer": {
+            "hashes": [
+                "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be",
+                "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177"
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+            "version": "==0.13.0"
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         "safetensors": {
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@@ -2964,11 +3060,11 @@
         },
         "tenacity": {
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-            "version": "==9.0.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==9.1.2"
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         "threadpoolctl": {
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@@ -3017,12 +3113,12 @@
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-            "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==1.4.6"
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+            "version": "==1.5.11"
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@@ -3089,19 +3185,19 @@
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-            "version": "==0.15.2"
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@@ -3110,21 +3206,29 @@
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+                "sha256:66252d780b45189975abfed839616e8fd2dbacbdc262105ad7742c6ae58f3e31",
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+                "sha256:680e19c7ce3710ac4cd964e90dad99bf9b5029372ba0c7cbfcd55e54d90ea819",
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+                "sha256:8e0fe9364ad0fddab2688ce72cb7a8e61ea42eff3c7caeeb83874a5d479c896c",
+                "sha256:8f64fbf81878ba914562c672024089e3401974a39767747691c65080a67b18c1",
+                "sha256:8f969afbb0a9b63c18d0feecf0db09d164b7a44a053e78a7d05f5df163e43833",
+                "sha256:909313577e9619dcff8c31a0ea2aa0a2a828341d92673015456b3ae492e7317b",
+                "sha256:90bbd29c4fe234233f7fa2b9b121fb63c321830e5d05b45153a2ca68f7d310ee",
+                "sha256:9427925776096e664c39e131447aa20ec738bdd77c049c48ea5200db2237e000",
+                "sha256:97c75596019baae7c71ccf1d8cc4738bc08134060d0adfcbe5642f778d1dca38",
+                "sha256:98c4a7d166635147924aa0bf9bfe8d8abad6fffa6102de9c99ea04a1376f91e8",
+                "sha256:a97d67108e79cfe22e2b430d80d7571ae57d19f17cda8bb967057ca8a7bf5bfd",
+                "sha256:aef6c4d69554d44b7f9d923245f8ad9a707d971e6209d51279196d8e8fe1ae16",
+                "sha256:b121ff6a7cbd4abc28985b6028235491941b9fe8fe226e6fdc539c977ea1739d",
+                "sha256:b29a2c385a5f5b9c7d9347e5812b6f7ab267193c62d282a540b4fc528c8a9d2a",
+                "sha256:b5f307337819cdfdbb40193cad84978a029f847b0a357fbe49f712063cfc4f06",
+                "sha256:b982fa7f74c80d5c0c7b5b38f908971e513380a10fecea528091405f519b9ebb",
+                "sha256:bad6d131fda8ef508b36be3ece16d0902e80b88ea7200f030a0f6c11d9e508d4",
+                "sha256:bdcc4cd244e58593a4379fe60fdee5ac0331f8eb70320a24d591a3be197b94a9",
+                "sha256:bea21cdae6c7eb02ba02a475f37463abfe0a01f5d7200121b03e605d6a0439f8",
+                "sha256:c03bfebc4ae8d862f853a9757199677ab74ec25424d0ebd68a0027e9c639a390",
+                "sha256:c5e9642f27036283550f5f57dc6156c51084b458570b9d0d96100c8bebb186a8",
+                "sha256:c7d7f497126d65e2cad8dc5f97d34c27b19199b6414a40cb36b52f41b79014be",
+                "sha256:c7ddf7a09f38667aea38801da8b8d6bfe81df767d9dfc8c88eb45827b195cd1c",
+                "sha256:d017a4997ee50c91fd5466cef416231bb82177b93b029906cefc542ce14c35ac",
+                "sha256:d0f6500f69e8402d513e5eedb77a4e1818691e8f45e6b687147963514d84b44b",
+                "sha256:d1a4fbb50e14396ba3d375f68bfe02215d8e7bc3ec49da8341fe3157f59d2ff5",
+                "sha256:d25ddcf954df1754ab0f86bb696af765c5bfaba39b74095f27eececa049ef9a4",
+                "sha256:d2b6fb3622b7e5bf7a6e5b679a69326b4279e805ed1699d749739a61d242449e",
+                "sha256:daadbdc1f2a9033a2399c42646fbd46da7992e868a5fe9513860122d7fe7a73f",
+                "sha256:dab096ce479d5894d62c26ff4f699ec9072269d514b4edd630a393223f45a0ee",
+                "sha256:daea0d313868da1cf2fac6b2d3a25c6e3a9e879483244be38c8e6a41f1d876a5",
+                "sha256:dd803820d44c8853a109a34e3660e5a61beae12970da479cf44aa2954019bf70",
+                "sha256:df018d92fe22aaebb679a7f89fe0c0f368ec497e3dda6cb81a567610f04501f1",
+                "sha256:df47c55f7d74127d1b11251fe6397d84afdde0d53b90bedb46a23c0e534f9d24",
+                "sha256:e3968ec7d92a0c0f9ac34d5ecfd03869ec0cab0697c91a45db3fbbd95fe1b653",
+                "sha256:e42ba79e2efb6845ebab49c7bf20306c4edf74a0b20fc6b2ccdd1a219d12fad3",
+                "sha256:eae7bfe2069f9c1c5b05fc7fe5d612e5bbc089a39309904ee8b829e322dcad00",
+                "sha256:f5a5928ff5eb13408c62a968ac90d43f8322fd56d87008b8f9dabf3c0f6ee983",
+                "sha256:f60233b98423aab21d249a30eb27c389c14929f47be8430efa7dbd91493a729d",
+                "sha256:f60e4ad5db23f0b96e49c018596707c3ae89f5d0bd97f0ad3684bcbad899f1e7",
+                "sha256:f6342d643bf9a1de97e512e45e4b9560a043347e779a173250824f8b254bd5ce",
+                "sha256:fe41919b9d899661c5c28a8b4b0acf704510b88f27f0934ac7a7bebdd8938d5e",
+                "sha256:ff70f32aa316393eaf8222d518ce9118148eddb8a53073c2403863b41033eed5"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.18.3"
+            "version": "==1.20.1"
         },
         "zipp": {
             "hashes": [
-                "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4",
-                "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"
+                "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e",
+                "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.21.0"
+            "version": "==3.23.0"
         },
         "zstandard": {
             "hashes": [
diff --git a/cookbooks/agents/langgraph_music_recommender/music_agent.py b/cookbooks/agents/langgraph_music_recommender/music_agent.py
index b6c14eb..84e1ddc 100644
--- a/cookbooks/agents/langgraph_music_recommender/music_agent.py
+++ b/cookbooks/agents/langgraph_music_recommender/music_agent.py
@@ -17,7 +17,7 @@
 
 client = JudgmentClient()
 tavily_client = TavilyClient(api_key=os.getenv("TAVILY_API_KEY"))
-chat_model = ChatOpenAI(model="gpt-4", temperature=0)
+chat_model = ChatOpenAI(model="gpt-4.1", temperature=0)
 
 judgment = Tracer(
     api_key=os.getenv("JUDGMENT_API_KEY"),
@@ -177,27 +177,16 @@ def generate_recommendations(state: State) -> State:
     """
     user_message = HumanMessage(content=user_prompt)
 
-    # Use the LangChain ChatOpenAI instance with ainvoke
     response = chat_model.invoke([system_message, user_message])
     recommendations = response.content
     state["recommendations"] = recommendations
 
-    # --- Prepare and Add Evaluation to State using the new helper ---
-    # add_evaluation_to_state(
-    #     state=state, # Pass the current state dictionary
-    #     scorers=[AnswerRelevancyScorer(threshold=0.5)],
-    #     input=user_prompt,
-    #     actual_output=recommendations,
-    #     model="gpt-4"
-    # )
-
     judgment.async_evaluate(
         input=user_prompt,
         actual_output=recommendations,
         scorers=[AnswerRelevancyScorer(threshold=0.5)],
         model="gpt-4o"
     )
-    # --- End Evaluation Setup ---
 
     return state
 
@@ -241,11 +230,9 @@ def music_recommendation_bot(handler: JudgevalCallbackHandler, query: str):
     print("I'll ask you a few questions to understand your music taste, then suggest some songs you might enjoy.")
     print("\nRunning with predefined answers for testing...\n")
     
-    # Initialize state with predefined answers
     initial_state = initialize_state()
     
     try:
-        # Run the entire workflow with graph.ainvoke (asynchronous)
         # Pass handler directly in config
         # The handler instance needs to be accessible inside the node later
         config_with_callbacks = {"callbacks": [handler]}
@@ -263,7 +250,6 @@ def music_recommendation_bot(handler: JudgevalCallbackHandler, query: str):
     handler = JudgevalCallbackHandler(judgment) 
     # music_recommendation_bot(handler)  uncomment to run without the test (if you just want tracing)
     
-    # This sets us up for running the unit test
     example = Example(
         input={"handler": handler, "query": "Taylor Swift"},
         expected_tools=[

From 0fe00f2310b38e8bd8999e4aa4c8fe4e0ad7ef7d Mon Sep 17 00:00:00 2001
From: SecroLoL <azshan@stanford.edu>
Date: Thu, 12 Jun 2025 17:07:06 -0700
Subject: [PATCH 2/2] Add metadata additon feature

---
 cookbooks/features/tagging.py | 78 +++++++++++++++++++++++++++++++++++
 1 file changed, 78 insertions(+)
 create mode 100644 cookbooks/features/tagging.py

diff --git a/cookbooks/features/tagging.py b/cookbooks/features/tagging.py
new file mode 100644
index 0000000..0d80500
--- /dev/null
+++ b/cookbooks/features/tagging.py
@@ -0,0 +1,78 @@
+"""
+This cookbooks demonstrates how to use the tags feature to add metadata such as customer ID and version number to traces.
+"""
+
+
+import os
+import random
+import json
+from judgeval.common.tracer import Tracer
+from dotenv import load_dotenv
+
+load_dotenv()
+
+judgment = Tracer(
+    api_key=os.getenv("JUDGMENT_API_KEY"),
+    organization_id=os.getenv("JUDGMENT_ORG_ID"),
+    project_name="metadata-test"
+)
+
+def get_customer_id():
+    return f"customer-{random.randint(1000, 9999)}"
+
+@judgment.observe(name="test_metadata")
+def test_metadata():
+    # Generate a customer ID
+    customer_id = get_customer_id()
+    print(f"Generated customer ID: {customer_id}")
+
+    # Define tags
+    tags = ["demo", "development", "v1.0"]
+    print(f"Using tags: {tags}")
+
+    # Set both customer ID and tags at once
+    judgment.set_metadata(
+        customer_id=customer_id,
+        tags=tags
+    )
+
+    # Verify the metadata was set correctly
+    trace = judgment.get_current_trace()
+    print(f"Trace customer_id: {trace.customer_id}")
+    print(f"Trace tags: {trace.tags}")
+
+    # Print all metadata
+    print("\nTrace metadata:")
+    judgment.print_metadata()
+
+    # Do some work
+    print("\nPerforming test operations...")
+    result = f"Test completed with customer ID: {customer_id} and tags: {tags}"
+    print(result)
+
+    # Save trace data to a file for inspection
+    trace_data = {
+        "trace_id": trace.trace_id,
+        "name": trace.name,
+        "project_name": trace.project_name,
+        "created_at": trace.start_time,
+        "customer_id": trace.customer_id,
+        "tags": trace.tags
+    }
+
+    with open("trace_metadata.json", "w") as f:
+        json.dump(trace_data, f, indent=2)
+    print("\nTrace metadata saved to trace_metadata.json for inspection")
+
+    return result
+
+if __name__ == "__main__":
+    print("\n=== Metadata Test ===\n")
+
+    try:
+        # Run the test function
+        result = test_metadata()
+        print(f"\nResult: {result}")
+        print("\nCheck the Judgment dashboard to verify the metadata was saved.")
+    except Exception as e:
+        print(f"\nError: {e}")