From 759277c9b777f4f3e0b309c9286a12ba1b5dec64 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Mon, 25 Nov 2024 10:45:03 -0600
Subject: [PATCH 01/82] chore(ui): trim trailing zeros in number viewer (#3073)

---
 .../Home/Browse3/pages/CallPage/ValueViewNumber.tsx             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ValueViewNumber.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ValueViewNumber.tsx
index dbade7eb019..16640cb2abb 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ValueViewNumber.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ValueViewNumber.tsx
@@ -16,7 +16,7 @@ export const ValueViewNumber = ({
   }
 
   const str = value.toString();
-  const fixed = value.toFixed(fractionDigits ?? 6);
+  const fixed = Number(value.toFixed(fractionDigits ?? 6)).toString();
   const node = <span>{fixed}</span>;
   if (str !== fixed) {
     return <Tooltip content={str} trigger={node} />;

From 12630a76e2342675668f3e8f79c6ec0dce8ece54 Mon Sep 17 00:00:00 2001
From: Tim Sweeney <tim@wandb.com>
Date: Mon, 25 Nov 2024 13:29:38 -0800
Subject: [PATCH 02/82] chore(weave): Wrap up loose ends with Annotations
 (#3050)

* init

* init

* init

* init

* init

* fix up tests

* fix up tests
---
 tests/trace/test_annotation_feedback.py       | 416 +++++++++++++++++-
 tests/trace/test_feedback.py                  |   6 +-
 .../StructuredFeedback/HumanAnnotation.tsx    |   7 +-
 .../ScorersPage/AnnotationScorerForm.tsx      |   4 +-
 .../generatedBaseObjectClasses.zod.ts         |   2 +-
 .../clickhouse_trace_server_batched.py        |   2 +-
 weave/trace_server/feedback.py                |  27 +-
 .../base_object_classes/annotation_spec.py    |  83 +++-
 .../generated_base_object_class_schemas.json  |  19 +-
 weave/trace_server/sqlite_trace_server.py     |   2 +-
 10 files changed, 533 insertions(+), 35 deletions(-)

diff --git a/tests/trace/test_annotation_feedback.py b/tests/trace/test_annotation_feedback.py
index be1f63c9867..6a3d6b6589d 100644
--- a/tests/trace/test_annotation_feedback.py
+++ b/tests/trace/test_annotation_feedback.py
@@ -1,5 +1,10 @@
+import pytest
+from pydantic import BaseModel, Field
+
+import weave
 from weave.flow.annotation_spec import AnnotationSpec
-from weave.trace_server.trace_server_interface import ObjQueryReq
+from weave.trace_server.clickhouse_trace_server_batched import InvalidRequest
+from weave.trace_server.trace_server_interface import FeedbackCreateReq, ObjQueryReq
 
 
 def test_human_feedback_basic(client):
@@ -8,7 +13,7 @@ def test_human_feedback_basic(client):
     col1 = AnnotationSpec(
         name="Numerical field #1",
         description="A numerical field with a range of -1 to 1",
-        json_schema={
+        field_schema={
             "type": "number",
             "minimum": -1,
             "maximum": 1,
@@ -16,15 +21,15 @@ def test_human_feedback_basic(client):
         unique_among_creators=True,
         op_scope=None,
     )
-    ref1 = client.save(col1, "my numerical spec")
+    ref1 = weave.publish(col1, "my numerical spec")
     assert ref1
 
     col2 = AnnotationSpec(
         name="Text field #1",
-        json_schema={"type": "string", "max_length": 100},
+        field_schema={"type": "string", "maxLength": 100},
         op_scope=["weave:///entity/project/op/name:digest"],
     )
-    ref2 = client.save(col2, "my text spec")
+    ref2 = weave.publish(col2, "my text spec")
     assert ref2
 
     # query it by object type
@@ -47,12 +52,407 @@ def test_human_feedback_basic(client):
     assert not objects.objs[1].val["description"]
     assert not objects.objs[0].val["op_scope"]
     assert objects.objs[1].val["op_scope"] == ["weave:///entity/project/op/name:digest"]
-    assert objects.objs[0].val["json_schema"] == {
+    assert objects.objs[0].val["field_schema"] == {
         "type": "number",
         "minimum": -1,
         "maximum": 1,
     }
-    assert objects.objs[1].val["json_schema"] == {
+    assert objects.objs[1].val["field_schema"] == {
         "type": "string",
-        "max_length": 100,
+        "maxLength": 100,
     }
+
+    # Attempt to add valid and invalid payloads
+    client.server.feedback_create(
+        FeedbackCreateReq.model_validate(
+            {
+                "project_id": client._project_id(),
+                "weave_ref": "weave:///entity/project/call/name:digest",
+                "feedback_type": "wandb.annotation." + ref1.name,
+                "annotation_ref": ref1.uri(),
+                "payload": {"value": 0},
+            }
+        )
+    )
+
+    with pytest.raises(InvalidRequest):
+        client.server.feedback_create(
+            FeedbackCreateReq.model_validate(
+                {
+                    "project_id": client._project_id(),
+                    "weave_ref": "weave:///entity/project/call/name:digest",
+                    "feedback_type": "wandb.annotation." + ref1.name,
+                    "annotation_ref": ref1.uri(),
+                    "payload": {"value": 42},
+                }
+            )
+        )
+
+
+def test_field_schema_with_pydantic_model(client):
+    # Test using a Pydantic model as field_schema
+    class FeedbackModel(BaseModel):
+        rating: int = Field(ge=1, le=5, description="Rating from 1 to 5")
+        comment: str = Field(max_length=200, description="Optional comment")
+        category: str = Field(enum=["good", "bad", "neutral"])
+
+    col = AnnotationSpec(
+        name="Pydantic Model Feedback",
+        description="A feedback spec using a Pydantic model schema",
+        field_schema=FeedbackModel,
+    )
+    ref = weave.publish(col, "pydantic model spec")
+    assert ref
+
+    # Query and verify the converted schema
+    objects = client.server.objs_query(
+        ObjQueryReq.model_validate(
+            {
+                "project_id": client._project_id(),
+                "filter": {"base_object_classes": ["AnnotationSpec"]},
+            }
+        )
+    )
+
+    # Find our new spec
+    pydantic_spec = next(
+        obj for obj in objects.objs if obj.val["name"] == "Pydantic Model Feedback"
+    )
+
+    # Verify the schema was properly converted
+    assert pydantic_spec.val["field_schema"]["type"] == "object"
+    assert "properties" in pydantic_spec.val["field_schema"]
+    assert set(pydantic_spec.val["field_schema"]["properties"].keys()) == {
+        "rating",
+        "comment",
+        "category",
+    }
+
+    # Verify specific field constraints were preserved
+    rating_schema = pydantic_spec.val["field_schema"]["properties"]["rating"]
+    assert rating_schema["type"] == "integer"
+    assert rating_schema["minimum"] == 1
+    assert rating_schema["maximum"] == 5
+
+    comment_schema = pydantic_spec.val["field_schema"]["properties"]["comment"]
+    assert comment_schema["type"] == "string"
+    assert comment_schema["maxLength"] == 200
+
+    category_schema = pydantic_spec.val["field_schema"]["properties"]["category"]
+    assert category_schema["type"] == "string"
+    assert set(category_schema["enum"]) == {"good", "bad", "neutral"}
+
+    # Attempt to add valid and invalid payloads
+    client.server.feedback_create(
+        FeedbackCreateReq.model_validate(
+            {
+                "project_id": client._project_id(),
+                "weave_ref": "weave:///entity/project/call/name:digest",
+                "feedback_type": "wandb.annotation." + ref.name,
+                "annotation_ref": ref.uri(),
+                "payload": {
+                    "value": {
+                        "rating": 1,
+                        "comment": "Good work!",
+                        "category": "good",
+                    }
+                },
+            }
+        )
+    )
+
+    with pytest.raises(InvalidRequest):
+        client.server.feedback_create(
+            FeedbackCreateReq.model_validate(
+                {
+                    "project_id": client._project_id(),
+                    "weave_ref": "weave:///entity/project/call/name:digest",
+                    "feedback_type": "wandb.annotation." + ref.name,
+                    "annotation_ref": ref.uri(),
+                    "payload": {
+                        "value": {
+                            "rating": "not a number",
+                            "comment": "Good work!",
+                            "category": "good",
+                        }
+                    },
+                }
+            )
+        )
+
+
+def test_field_schema_with_pydantic_field(client):
+    # Test various field types
+    rating_field = Field(ge=1, le=5, description="Rating from 1 to 5")
+    text_field = Field(
+        min_length=10,
+        max_length=100,
+        pattern="^[A-Za-z ]+$",
+        description="Text feedback",
+    )
+    enum_field = Field(
+        enum=["excellent", "good", "fair", "poor"], description="Category selection"
+    )
+
+    # Test rating field
+    col1 = AnnotationSpec(
+        name="Rating Field",
+        description="A rating field using Pydantic Field",
+        field_schema=(int, rating_field),
+    )
+    ref1 = weave.publish(col1, "rating field spec")
+    assert ref1
+
+    # Test text field
+    col2 = AnnotationSpec(
+        name="Text Field",
+        description="A text field using Pydantic Field",
+        field_schema=(str, text_field),
+    )
+    ref2 = weave.publish(col2, "text field spec")
+    assert ref2
+
+    # Test enum field
+    col3 = AnnotationSpec(
+        name="Enum Field",
+        description="An enum field using Pydantic Field",
+        field_schema=(str, enum_field),
+    )
+    ref3 = weave.publish(col3, "enum field spec")
+    assert ref3
+
+    # Query and verify all specs
+    objects = client.server.objs_query(
+        ObjQueryReq.model_validate(
+            {
+                "project_id": client._project_id(),
+                "filter": {"base_object_classes": ["AnnotationSpec"]},
+            }
+        )
+    )
+
+    # Find our specs
+    rating_spec = next(obj for obj in objects.objs if obj.val["name"] == "Rating Field")
+    text_spec = next(obj for obj in objects.objs if obj.val["name"] == "Text Field")
+    enum_spec = next(obj for obj in objects.objs if obj.val["name"] == "Enum Field")
+
+    # Verify rating field schema
+    assert rating_spec.val["field_schema"]["minimum"] == 1
+    assert rating_spec.val["field_schema"]["maximum"] == 5
+    assert rating_spec.val["field_schema"]["description"] == "Rating from 1 to 5"
+
+    # Verify text field schema
+    assert text_spec.val["field_schema"]["minLength"] == 10
+    assert text_spec.val["field_schema"]["maxLength"] == 100
+    assert text_spec.val["field_schema"]["pattern"] == "^[A-Za-z ]+$"
+    assert text_spec.val["field_schema"]["description"] == "Text feedback"
+
+    # Verify enum field schema
+    assert text_spec.val["field_schema"]["type"] == "string"
+    assert set(enum_spec.val["field_schema"]["enum"]) == {
+        "excellent",
+        "good",
+        "fair",
+        "poor",
+    }
+    assert enum_spec.val["field_schema"]["description"] == "Category selection"
+
+
+def test_annotation_spec_validation():
+    # Test validation with direct schema
+    number_spec = AnnotationSpec(
+        name="Number Rating",
+        field_schema={
+            "type": "number",
+            "minimum": 1,
+            "maximum": 5,
+        },
+    )
+
+    # Valid cases
+    assert number_spec.value_is_valid(3)
+    assert number_spec.value_is_valid(1)
+    assert number_spec.value_is_valid(5)
+
+    # Invalid cases
+    assert not number_spec.value_is_valid(0)  # too low
+    assert not number_spec.value_is_valid(6)  # too high
+    assert not number_spec.value_is_valid("3")  # wrong type
+
+    # Test validation with Pydantic model schema
+    class FeedbackModel(BaseModel):
+        rating: int = Field(ge=1, le=5)
+        comment: str = Field(max_length=100)
+        tags: list[str] = Field(min_length=1, max_length=3)
+
+    model_spec = AnnotationSpec(name="Complex Feedback", field_schema=FeedbackModel)
+
+    # Valid cases
+    assert model_spec.value_is_valid(
+        {"rating": 4, "comment": "Good work!", "tags": ["positive", "helpful"]}
+    )
+
+    # Invalid cases
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 4,
+            "comment": "Good work!",
+            # missing tags
+        }
+    )
+
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 6,  # invalid rating
+            "comment": "Good work!",
+            "tags": ["positive"],
+        }
+    )
+
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 4,
+            "comment": "Good work!",
+            "tags": [],  # empty tags list
+        }
+    )
+
+    # Test validation with Pydantic Field schema
+    enum_field = Field(enum=["excellent", "good", "fair", "poor"])
+    enum_spec = AnnotationSpec(name="Simple Enum", field_schema=(str, enum_field))
+
+    # Valid cases
+    assert enum_spec.value_is_valid("good")
+    assert enum_spec.value_is_valid("excellent")
+
+    # Invalid cases
+    assert not enum_spec.value_is_valid("invalid_choice")
+    assert not enum_spec.value_is_valid(123)
+
+
+def test_annotation_spec_validation_with_complex_types():
+    # Test nested object validation
+    class Address(BaseModel):
+        street: str
+        city: str
+        zip_code: str = Field(pattern=r"^\d{5}$")
+
+    class PersonFeedback(BaseModel):
+        name: str
+        age: int = Field(ge=0, le=120)
+        addresses: list[Address] = Field(min_length=1, max_length=3)
+
+    person_spec = AnnotationSpec(name="Person Feedback", field_schema=PersonFeedback)
+
+    # Valid case
+    assert person_spec.value_is_valid(
+        {
+            "name": "John Doe",
+            "age": 30,
+            "addresses": [
+                {"street": "123 Main St", "city": "Springfield", "zip_code": "12345"}
+            ],
+        }
+    )
+
+    # Invalid cases
+    assert not person_spec.value_is_valid(
+        {
+            "name": "John Doe",
+            "age": 30,
+            "addresses": [
+                {
+                    "street": "123 Main St",
+                    "city": "Springfield",
+                    "zip_code": "123",  # invalid zip code
+                }
+            ],
+        }
+    )
+
+    assert not person_spec.value_is_valid(
+        {
+            "name": "John Doe",
+            "age": 150,  # invalid age
+            "addresses": [
+                {
+                    "street": "123 Main St",
+                    "city": "Springfield",
+                    "zip_code": "12345",
+                }
+            ],
+        }
+    )
+
+
+def test_annotation_spec_validate_return_value():
+    # Test with a simple numeric schema
+    number_spec = AnnotationSpec(
+        name="Number Rating",
+        field_schema={
+            "type": "number",
+            "minimum": 1,
+            "maximum": 5,
+        },
+    )
+
+    # Valid cases should return True
+    assert number_spec.value_is_valid(3)
+    assert number_spec.value_is_valid(1)
+    assert number_spec.value_is_valid(5)
+
+    # Invalid cases should return False
+    assert not number_spec.value_is_valid(0)  # too low
+    assert not number_spec.value_is_valid(6)  # too high
+    assert not number_spec.value_is_valid("3")  # wrong type
+
+    # Test with a Pydantic model schema
+    class FeedbackModel(BaseModel):
+        rating: int = Field(ge=1, le=5)
+        comment: str = Field(max_length=100)
+        tags: list[str] = Field(min_length=1, max_length=3)
+
+    model_spec = AnnotationSpec(name="Complex Feedback", field_schema=FeedbackModel)
+
+    # Valid case should return True
+    assert model_spec.value_is_valid(
+        {"rating": 4, "comment": "Good work!", "tags": ["positive", "helpful"]}
+    )
+
+    # Invalid cases should return False
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 4,
+            "comment": "Good work!",
+            # missing tags
+        }
+    )
+
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 6,  # invalid rating
+            "comment": "Good work!",
+            "tags": ["positive"],
+        }
+    )
+    assert not model_spec.value_is_valid(
+        {
+            "rating": 4,
+            "comment": "Good work!",
+            "tags": [],  # empty tags list
+        }
+    )
+
+    # Test with a Pydantic Field schema
+    enum_spec = AnnotationSpec(
+        name="Simple Enum",
+        field_schema=(str, Field(enum=["excellent", "good", "fair", "poor"])),
+    )
+
+    # Valid cases should return True
+    assert enum_spec.value_is_valid("good")
+    assert enum_spec.value_is_valid("excellent")
+
+    # Invalid cases should return False
+    assert not enum_spec.value_is_valid("invalid_choice")
+    assert not enum_spec.value_is_valid(123)
diff --git a/tests/trace/test_feedback.py b/tests/trace/test_feedback.py
index f12b419624b..f5eae39ea39 100644
--- a/tests/trace/test_feedback.py
+++ b/tests/trace/test_feedback.py
@@ -4,6 +4,7 @@
 
 import weave
 from tests.trace.util import client_is_sqlite
+from weave.flow.annotation_spec import AnnotationSpec
 from weave.trace.weave_client import WeaveClient, get_ref
 from weave.trace_server import trace_server_interface as tsi
 from weave.trace_server.errors import InvalidRequest
@@ -82,9 +83,12 @@ def test_annotation_feedback(client: WeaveClient) -> None:
     column_name = "column_name"
     feedback_type = f"wandb.annotation.{column_name}"
     weave_ref = f"weave:///{project_id}/call/cal_id_123"
-    annotation_ref = f"weave:///{project_id}/object/{column_name}:obj_id_123"
+
     payload = {"value": 1}
 
+    ref = weave.publish(AnnotationSpec(name=column_name, field_schema=int))
+    annotation_ref = ref.uri()
+
     # Case 1: Errors with no name in type (dangle or char len 0)
     with pytest.raises(InvalidRequest):
         client.server.feedback_create(
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
index 66838942c03..eadcd2abe1d 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
@@ -129,8 +129,8 @@ export const HumanAnnotationCell: React.FC<HumanAnnotationProps> = props => {
   const {rawValues, mostRecentVal, viewerFeedbackVal} = extractedValues;
 
   const type = useMemo(
-    () => inferTypeFromJsonSchema(props.hfSpec.json_schema ?? {}),
-    [props.hfSpec.json_schema]
+    () => inferTypeFromJsonSchema(props.hfSpec.field_schema ?? {}),
+    [props.hfSpec.field_schema]
   );
 
   if (query?.loading) {
@@ -151,7 +151,7 @@ export const HumanAnnotationCell: React.FC<HumanAnnotationProps> = props => {
     <div className="w-full py-4">
       <FeedbackComponentSelector
         type={type}
-        jsonSchema={props.hfSpec.json_schema ?? {}}
+        jsonSchema={props.hfSpec.field_schema ?? {}}
         focused={props.focused ?? false}
         onAddFeedback={onAddFeedback}
         foundValue={foundValue}
@@ -222,6 +222,7 @@ const FeedbackComponentSelector: React.FC<{
             onAddFeedback={wrappedOnAddFeedback}
             defaultValue={foundValue as string | null}
             focused={focused}
+            maxLength={jsonSchema.maxLength ?? undefined}
           />
         );
       case 'enum':
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
index 3b14910b12b..bbdca3aea5a 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
@@ -28,7 +28,7 @@ const AnnotationScorerFormSchema = z.object({
     }),
     z.object({
       type: z.literal('string'),
-      max_length: z
+      maxLength: z
         .number()
         .optional()
         .describe('Optional maximum length of the string'),
@@ -95,7 +95,7 @@ export const onAnnotationScorerSave = async (
       val: {
         name: data.Name,
         description: data.Description,
-        json_schema: {
+        field_schema: {
           ...data.Type,
           type,
         },
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/generatedBaseObjectClasses.zod.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/generatedBaseObjectClasses.zod.ts
index 0b431394f6b..da218f47a85 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/generatedBaseObjectClasses.zod.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/generatedBaseObjectClasses.zod.ts
@@ -17,7 +17,7 @@ export type Config = z.infer<typeof ConfigSchema>;
 
 export const AnnotationSpecSchema = z.object({
   description: z.union([z.null(), z.string()]).optional(),
-  json_schema: z.record(z.string(), z.any()).optional(),
+  field_schema: z.record(z.string(), z.any()).optional(),
   name: z.union([z.null(), z.string()]).optional(),
   op_scope: z.union([z.array(z.string()), z.null()]).optional(),
   unique_among_creators: z.boolean().optional(),
diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index f28e204aa41..67bce362890 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -1330,7 +1330,7 @@ def cost_purge(self, req: tsi.CostPurgeReq) -> tsi.CostPurgeRes:
 
     def feedback_create(self, req: tsi.FeedbackCreateReq) -> tsi.FeedbackCreateRes:
         assert_non_null_wb_user_id(req)
-        validate_feedback_create_req(req)
+        validate_feedback_create_req(req, self)
 
         # Augment emoji with alias.
         res_payload = {}
diff --git a/weave/trace_server/feedback.py b/weave/trace_server/feedback.py
index 7efedcd8b8c..33d7c9c31cb 100644
--- a/weave/trace_server/feedback.py
+++ b/weave/trace_server/feedback.py
@@ -3,6 +3,9 @@
 from weave.trace_server import refs_internal as ri
 from weave.trace_server import trace_server_interface as tsi
 from weave.trace_server.errors import InvalidRequest
+from weave.trace_server.interface.base_object_classes.annotation_spec import (
+    AnnotationSpec,
+)
 from weave.trace_server.interface.feedback_types import (
     ANNOTATION_FEEDBACK_TYPE_PREFIX,
     FEEDBACK_PAYLOAD_SCHEMAS,
@@ -38,7 +41,9 @@
 )
 
 
-def validate_feedback_create_req(req: tsi.FeedbackCreateReq) -> None:
+def validate_feedback_create_req(
+    req: tsi.FeedbackCreateReq, trace_server: tsi.TraceServerInterface
+) -> None:
     payload_schema = FEEDBACK_PAYLOAD_SCHEMAS.get(req.feedback_type)
     if payload_schema:
         try:
@@ -104,7 +109,25 @@ def validate_feedback_create_req(req: tsi.FeedbackCreateReq) -> None:
 
     # Validate the ref formats (we could even query the DB to ensure they exist and are valid)
     if req.annotation_ref:
-        ensure_ref_is_valid(req.annotation_ref, (ri.InternalObjectRef,))
+        parsed = ensure_ref_is_valid(req.annotation_ref, (ri.InternalObjectRef,))
+        if parsed.project_id != req.project_id:
+            raise InvalidRequest(
+                f"Annotation ref {req.annotation_ref} does not match project id {req.project_id}"
+            )
+
+        # 2. Read the annotation spec
+        data = trace_server.refs_read_batch(
+            tsi.RefsReadBatchReq(refs=[req.annotation_ref])
+        )
+        if len(data.vals) == 0:
+            raise InvalidRequest(f"Annotation ref {req.annotation_ref} not found")
+
+        # 3. Validate the payload against the annotation spec
+        value = req.payload["value"]
+        spec = data.vals[0]
+        is_valid = AnnotationSpec.model_validate(spec).value_is_valid(value)
+        if not is_valid:
+            raise InvalidRequest("Feedback payload does not match annotation spec")
     if req.runnable_ref:
         ensure_ref_is_valid(req.runnable_ref, (ri.InternalOpRef, ri.InternalObjectRef))
     if req.call_ref:
diff --git a/weave/trace_server/interface/base_object_classes/annotation_spec.py b/weave/trace_server/interface/base_object_classes/annotation_spec.py
index a5dc3e1c169..a28e06d512c 100644
--- a/weave/trace_server/interface/base_object_classes/annotation_spec.py
+++ b/weave/trace_server/interface/base_object_classes/annotation_spec.py
@@ -1,18 +1,21 @@
-from typing import Optional
+from typing import Any, Optional
 
 import jsonschema
-from pydantic import Field, field_validator
+from pydantic import BaseModel, Field, create_model, field_validator, model_validator
+from pydantic.fields import FieldInfo
 
 from weave.trace_server.interface.base_object_classes import base_object_def
 
+SUPPORTED_PRIMITIVES = (int, float, bool, str)
+
 
 class AnnotationSpec(base_object_def.BaseObject):
-    json_schema: dict = Field(
+    field_schema: dict[str, Any] = Field(
         default={},
-        description="Expected to be valid JSON Schema",
+        description="Expected to be valid JSON Schema. Can be provided as a dict, a Pydantic model class, a tuple of a primitive type and a Pydantic Field, or primitive type",
         examples=[
             # String feedback
-            {"type": "string", "max_length": 100},
+            {"type": "string", "maxLength": 100},
             # Number feedback
             {"type": "number", "minimum": 0, "maximum": 100},
             # Integer feedback
@@ -41,12 +44,74 @@ class AnnotationSpec(base_object_def.BaseObject):
         ],
     )
 
-    @field_validator("json_schema")
-    def validate_json_schema(cls, v: dict) -> dict:
+    @model_validator(mode="before")
+    @classmethod
+    def preprocess_field_schema(cls, data: dict[str, Any]) -> dict[str, Any]:
+        if "field_schema" not in data:
+            return data
+
+        field_schema = data["field_schema"]
+
+        temp_field_tuple = None
+        # Handle Pydantic Field
+        if isinstance(field_schema, tuple):
+            if len(field_schema) != 2:
+                raise ValueError("Expected a tuple of length 2")
+            annotation, field = field_schema
+            if (
+                not isinstance(annotation, type)
+            ) or annotation not in SUPPORTED_PRIMITIVES:
+                raise TypeError("Expected annotation to be a primitive type")
+            if not isinstance(field, FieldInfo):
+                raise TypeError("Expected field to be a Pydantic Field")
+            temp_field_tuple = (annotation, field)
+        elif field_schema in SUPPORTED_PRIMITIVES:
+            temp_field_tuple = (field_schema, Field())
+
+        if temp_field_tuple is not None:
+            # Create a temporary model to leverage Pydantic's schema generation
+            TempModel = create_model("TempModel", field=temp_field_tuple)
+
+            schema = TempModel.model_json_schema()["properties"]["field"]
+
+            if (
+                "title" in schema and schema["title"] == "Field"
+            ):  # default title for Field
+                schema.pop("title")
+
+            data["field_schema"] = schema
+            return data
+
+        # Handle Pydantic model
+        if isinstance(field_schema, type) and issubclass(field_schema, BaseModel):
+            data["field_schema"] = field_schema.model_json_schema()  # type: ignore
+            return data
+
+        return data
+
+    @field_validator("field_schema")
+    def validate_field_schema(cls, schema: dict[str, Any]) -> dict[str, Any]:
+        # Validate the schema
         try:
-            jsonschema.validate(None, v)
+            jsonschema.validate(None, schema)
         except jsonschema.exceptions.SchemaError as e:
             raise e
         except jsonschema.exceptions.ValidationError:
             pass  # we don't care that `None` does not conform
-        return v
+        return schema
+
+    def value_is_valid(self, payload: Any) -> bool:
+        """
+        Validates a payload against this annotation spec's schema.
+
+        Args:
+            payload: The data to validate against the schema
+
+        Returns:
+            bool: True if validation succeeds, False otherwise
+        """
+        try:
+            jsonschema.validate(payload, self.field_schema)
+        except jsonschema.exceptions.ValidationError:
+            return False
+        return True
diff --git a/weave/trace_server/interface/base_object_classes/generated/generated_base_object_class_schemas.json b/weave/trace_server/interface/base_object_classes/generated/generated_base_object_class_schemas.json
index 0bcdcb589af..a50c85688bd 100644
--- a/weave/trace_server/interface/base_object_classes/generated/generated_base_object_class_schemas.json
+++ b/weave/trace_server/interface/base_object_classes/generated/generated_base_object_class_schemas.json
@@ -77,31 +77,36 @@
           "default": null,
           "title": "Description"
         },
-        "json_schema": {
+        "field_schema": {
           "default": {},
-          "description": "Expected to be valid JSON Schema",
+          "description": "Expected to be valid JSON Schema. Can be provided as a dict or a Pydantic model class",
           "examples": [
             {
               "max_length": 100,
               "type": "string"
             },
             {
-              "max": 100,
-              "min": 0,
+              "maximum": 100,
+              "minimum": 0,
               "type": "number"
             },
+            {
+              "maximum": 100,
+              "minimum": 0,
+              "type": "integer"
+            },
             {
               "type": "boolean"
             },
             {
-              "options": [
+              "enum": [
                 "option1",
                 "option2"
               ],
-              "type": "categorical"
+              "type": "string"
             }
           ],
-          "title": "Json Schema",
+          "title": "Field Schema",
           "type": "object"
         },
         "unique_among_creators": {
diff --git a/weave/trace_server/sqlite_trace_server.py b/weave/trace_server/sqlite_trace_server.py
index 0ff9afa325d..e18a06ce373 100644
--- a/weave/trace_server/sqlite_trace_server.py
+++ b/weave/trace_server/sqlite_trace_server.py
@@ -974,7 +974,7 @@ def read_ref(r: ri.InternalObjectRef) -> Any:
 
     def feedback_create(self, req: tsi.FeedbackCreateReq) -> tsi.FeedbackCreateRes:
         assert_non_null_wb_user_id(req)
-        validate_feedback_create_req(req)
+        validate_feedback_create_req(req, self)
 
         # Augment emoji with alias.
         res_payload = {}

From 1e4f7ed00ccc1ce3ddadf248185b99876523d317 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Mon, 25 Nov 2024 16:17:54 -0600
Subject: [PATCH 03/82] fix(ui): compare cells with boolean values appearing
 empty (#3079)

---
 .../Home/Browse3/compare/CompareGridCellValue.tsx             | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
index 473f60cd8a1..654f2437ff6 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
@@ -66,5 +66,9 @@ export const CompareGridCellValue = ({
     return <ValueViewNumber value={value} />;
   }
 
+  if (valueType === 'boolean') {
+    return <ValueViewPrimitive>{value.toString()}</ValueViewPrimitive>;
+  }
+
   return <div>{value}</div>;
 };

From f9dd53d1b955db333ae309e852c68eda141a9d17 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 14:33:00 -0800
Subject: [PATCH 04/82] chore(weave): enable server side object-id validation
 (#3074)

---
 tests/trace/test_client_trace.py              |  8 ++---
 weave/trace_server/base_object_class_util.py  |  2 +-
 .../clickhouse_trace_server_batched.py        |  4 +--
 weave/trace_server/sqlite_trace_server.py     |  4 +--
 weave/trace_server/validation.py              | 30 ++++---------------
 5 files changed, 14 insertions(+), 34 deletions(-)

diff --git a/tests/trace/test_client_trace.py b/tests/trace/test_client_trace.py
index b0048536f15..5b45abc8432 100644
--- a/tests/trace/test_client_trace.py
+++ b/tests/trace/test_client_trace.py
@@ -31,6 +31,7 @@
 from weave.trace.weave_client import sanitize_object_name
 from weave.trace_server import trace_server_interface as tsi
 from weave.trace_server.clickhouse_trace_server_batched import ENTITY_TOO_LARGE_PAYLOAD
+from weave.trace_server.errors import InvalidFieldError
 from weave.trace_server.ids import generate_id
 from weave.trace_server.refs_internal import extra_value_quoter
 from weave.trace_server.sqlite_trace_server import SqliteTraceServer
@@ -39,7 +40,6 @@
     WILDCARD_ARTIFACT_VERSION_AND_PATH,
     extract_refs_from_values,
 )
-from weave.trace_server.validation import SHOULD_ENFORCE_OBJ_ID_CHARSET
 
 ## Hacky interface compatibility helpers
 
@@ -2671,10 +2671,8 @@ def test_object_with_disallowed_keys(client):
             }
         }
     )
-
-    if SHOULD_ENFORCE_OBJ_ID_CHARSET:
-        with pytest.raises(Exception):
-            client.server.obj_create(create_req)
+    with pytest.raises(InvalidFieldError):
+        client.server.obj_create(create_req)
 
 
 CHAR_LIMIT = 128
diff --git a/weave/trace_server/base_object_class_util.py b/weave/trace_server/base_object_class_util.py
index 969c378f32f..1c52f766c0c 100644
--- a/weave/trace_server/base_object_class_util.py
+++ b/weave/trace_server/base_object_class_util.py
@@ -29,7 +29,7 @@ def get_base_object_class(val: Any) -> Optional[str]:
     return None
 
 
-def process_incoming_object(
+def process_incoming_object_val(
     val: Any, req_base_object_class: Optional[str] = None
 ) -> tuple[dict, Optional[str]]:
     """
diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index 67bce362890..7dd19ba02ff 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -45,7 +45,7 @@
 from weave.trace_server import refs_internal as ri
 from weave.trace_server import trace_server_interface as tsi
 from weave.trace_server.actions_worker.dispatcher import execute_batch
-from weave.trace_server.base_object_class_util import process_incoming_object
+from weave.trace_server.base_object_class_util import process_incoming_object_val
 from weave.trace_server.calls_query_builder import (
     CallsQuery,
     HardCodedFilter,
@@ -578,7 +578,7 @@ def ops_query(self, req: tsi.OpQueryReq) -> tsi.OpQueryRes:
         return tsi.OpQueryRes(op_objs=objs)
 
     def obj_create(self, req: tsi.ObjCreateReq) -> tsi.ObjCreateRes:
-        val, base_object_class = process_incoming_object(
+        val, base_object_class = process_incoming_object_val(
             req.obj.val, req.obj.set_base_object_class
         )
 
diff --git a/weave/trace_server/sqlite_trace_server.py b/weave/trace_server/sqlite_trace_server.py
index e18a06ce373..e14cef8041e 100644
--- a/weave/trace_server/sqlite_trace_server.py
+++ b/weave/trace_server/sqlite_trace_server.py
@@ -14,7 +14,7 @@
 
 from weave.trace_server import refs_internal as ri
 from weave.trace_server import trace_server_interface as tsi
-from weave.trace_server.base_object_class_util import process_incoming_object
+from weave.trace_server.base_object_class_util import process_incoming_object_val
 from weave.trace_server.emoji_util import detone_emojis
 from weave.trace_server.errors import InvalidRequest
 from weave.trace_server.feedback import (
@@ -611,7 +611,7 @@ def ops_query(self, req: tsi.OpQueryReq) -> tsi.OpQueryRes:
     def obj_create(self, req: tsi.ObjCreateReq) -> tsi.ObjCreateRes:
         conn, cursor = get_conn_cursor(self.db_path)
 
-        val, base_object_class = process_incoming_object(
+        val, base_object_class = process_incoming_object_val(
             req.obj.val, req.obj.set_base_object_class
         )
         json_val = json.dumps(val)
diff --git a/weave/trace_server/validation.py b/weave/trace_server/validation.py
index 705ef7d435a..9784778aa3b 100644
--- a/weave/trace_server/validation.py
+++ b/weave/trace_server/validation.py
@@ -2,25 +2,8 @@
 from typing import Any, Literal, Optional
 
 from weave.trace_server import refs_internal, validation_util
-from weave.trace_server.constants import (
-    MAX_DISPLAY_NAME_LENGTH,
-    MAX_OBJECT_NAME_LENGTH,
-    MAX_OP_NAME_LENGTH,
-)
-from weave.trace_server.errors import InvalidRequest
-
-# Temporary flag to disable database-side validation of object ids.
-# We want to enable this be default, but we need to wait until >95% of users
-# are on weave>=0.51.1, when we can enforce the charset check on the db
-# side.
-#
-# Actions:
-# 1. (ETA: Sept 30) - Verify that 95% of users are on weave>=0.51.1, or
-#    that 95% of new objects have the valid charset.
-# 2. Remove this flag (thereby setting this to True), and add a check to the
-#    server-side validation code to ensure that the charset is valid.
-# 3. Release and deploy backend.
-SHOULD_ENFORCE_OBJ_ID_CHARSET = False
+from weave.trace_server.constants import MAX_DISPLAY_NAME_LENGTH, MAX_OP_NAME_LENGTH
+from weave.trace_server.errors import InvalidFieldError, InvalidRequest
 
 
 def project_id_validator(s: str) -> str:
@@ -80,18 +63,17 @@ def _validate_object_name_charset(name: str) -> None:
     invalid_chars = re.findall(r"[^\w._-]", name)
     if invalid_chars:
         invalid_char_set = list(set(invalid_chars))
-        raise ValueError(
+        raise InvalidFieldError(
             f"Invalid object name: {name}. Contains invalid characters: {invalid_char_set}. Please upgrade your `weave` package to `>0.51.0` to prevent this error."
         )
 
     if not name:
-        raise ValueError("Object name cannot be empty")
+        raise InvalidFieldError("Object name cannot be empty")
 
 
 def object_id_validator(s: str) -> str:
-    if SHOULD_ENFORCE_OBJ_ID_CHARSET:
-        _validate_object_name_charset(s)
-    return validation_util.require_max_str_len(s, MAX_OBJECT_NAME_LENGTH)
+    _validate_object_name_charset(s)
+    return validation_util.require_max_str_len(s, 128)
 
 
 def refs_list_validator(s: list[str]) -> list[str]:

From 3fe9db7414c9da2896c03a4eebfdfff6c4804796 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 14:33:09 -0800
Subject: [PATCH 05/82] perf(ui): second cost query ignore all expensive
 columns (#3077)

---
 .../Browse3/pages/CallPage/cost/costUtils.ts    | 17 ++++++++++++++++-
 .../Browse3/pages/CallsPage/callsTableQuery.ts  |  4 ++--
 2 files changed, 18 insertions(+), 3 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/cost/costUtils.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/cost/costUtils.ts
index e97897a5b80..0151016bb27 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/cost/costUtils.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/cost/costUtils.ts
@@ -102,7 +102,22 @@ export const addCostsToCallResults = (
 
   return callResults.map(call => {
     if (call.callId && costDict[call.callId]) {
-      return {...call, ...costDict[call.callId]};
+      if (!call.traceCall) {
+        return call;
+      }
+      return {
+        ...call,
+        traceCall: {
+          ...call.traceCall,
+          summary: {
+            ...call.traceCall?.summary,
+            weave: {
+              ...call.traceCall?.summary?.weave,
+              costs: costDict[call.callId].traceCall?.summary?.weave?.costs,
+            },
+          },
+        },
+      };
     }
     return call;
   });
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
index 9d52bdf8b4f..90e8e35cfe6 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
@@ -96,6 +96,7 @@ export const useCallsForQuery = (
     [calls.result]
   );
 
+  const costCols = useMemo(() => ['id'], []);
   const costs = useCalls(
     entity,
     project,
@@ -104,12 +105,11 @@ export const useCallsForQuery = (
     undefined,
     sortBy,
     undefined,
-    undefined,
+    costCols,
     expandedColumns,
     {
       skip: calls.loading,
       includeCosts: true,
-      includeFeedback: true,
     }
   );
 

From c16ac3dcae10c8d02117898c361073af67e0988b Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 14:48:46 -0800
Subject: [PATCH 06/82] chore(ui): improve cost query perf in trace tree too
 (#3080)

---
 .../Home/Browse3/pages/CallPage/CallTraceView.tsx              | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
index 7dfff34bb97..cfd403ea0f3 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
@@ -399,6 +399,7 @@ export const useCallFlattenedTraceTree = (
     [traceCallsResult, call.traceId]
   );
 
+  const costCols = useMemo(() => ['id'], []);
   const costs = useCalls(
     call.entity,
     call.project,
@@ -407,7 +408,7 @@ export const useCallFlattenedTraceTree = (
     undefined,
     undefined,
     undefined,
-    columns,
+    costCols,
     undefined,
     {
       skip: traceCalls.loading,

From 61a7067fc0841d2d6a45b9b0266a896ac86a4256 Mon Sep 17 00:00:00 2001
From: J2-D2-3PO <188380414+J2-D2-3PO@users.noreply.github.com>
Date: Mon, 25 Nov 2024 16:41:26 -0700
Subject: [PATCH 07/82] docs(weave): Update Playground docs (#3084)

---
 docs/docs/guides/tools/playground.md | 163 ++++++++++++++++++++++-----
 1 file changed, 137 insertions(+), 26 deletions(-)

diff --git a/docs/docs/guides/tools/playground.md b/docs/docs/guides/tools/playground.md
index db222c12c6b..a3a0654f446 100644
--- a/docs/docs/guides/tools/playground.md
+++ b/docs/docs/guides/tools/playground.md
@@ -1,48 +1,159 @@
 # Playground
 
-Evaluating LLM prompts and responses is challenging. The Playground tool enables you to quickly iterate on prompts: editing, retrying, and deleting messages. The LLM Playground is currently in preview.
+> **The LLM Playground is currently in preview.**
+
+Evaluating LLM prompts and responses is challenging. The Weave Playground is designed to simplify the process of iterating on LLM prompts and responses, making it easier to experiment with different models and prompts. With features like prompt editing, message retrying, and model comparison, Playground helps you to quickly test and improve your LLM applications. Playground currently supports OpenAI, Anthropic, Gemini, and Groq.
+
+## Features
+
+- **Quick access:** Open the Playground from the W&B sidebar for a fresh session or from the Call page to test an existing project.
+- **Message controls:** Edit, retry, or delete messages directly within the chat.
+- **Flexible messaging:** Add new messages as either user or system inputs, and send them to the LLM.
+- **Customizable settings:** Configure your preferred LLM provider and adjust model settings.
+- **Multi-LLM support:** Switch between models, with team-level API key management.
+- **Compare models:** Compare how different models respond to prompts.
+
+Get started with the Playground to optimize your LLM interactions and streamline your prompt engineering process and LLM application development.
+
+- [Prerequisites](#prerequisites)
+   - [Add a provider API key](#add-a-provider-api-key)
+   - [Access the Playground](#access-the-playground)
+- [Select an LLM](#select-an-llm)
+- [Adjust LLM parameters](#adjust-llm-parameters)
+- [Add a function](#add-a-function) 
+- [Retry, edit, and delete messages](#retry-edit-and-delete-messages)
+- [Add a new message](#add-a-new-message)
+- [Compare LLMs](#compare-llms)
+
+## Prerequisites
+
+Before you can use Playground, you must [add an API key](#add-a-provider-api-key) for your preferred LLM provider(s), and [open the Playground UI](#access-the-playground). 
+
+### Add a provider API key 
+
+Playground currently supports OpenAI, Anthropic, Gemini, and Groq models.
+To use one of the available LLMs, your W&B admin must add the appropriate API key to your team secrets in W&B settings.
+
+- OpenAI: `OPENAI_API_KEY`
+- Anthropic: `ANTHROPIC_API_KEY`
+- Gemini: `GOOGLE_API_KEY`
+- Groq: `GEMMA_API_KEY`
+
+### Access the Playground
 
 There are two ways to access the Playground:
 
-1. From the sidebar, click **Playground**. This will open a fresh Playground page with a simple system prompt.
-2. From the Call page, click the **Open chat in playground** button from the call page's chat view.
+1. *Open a fresh Playground page with a simple system prompt*: In the sidebar, select **Playground**. Playground opens in the same tab.
+2. *Open Playground for a specific call*: 
+    1. In the sidebar, select the **Traces** tab. A list of traces displays.
+    2. In the list of traces, click the name of the call that you want to view. The call's details page opens.
+    3. Click **Open chat in playground**. Playground opens in a new tab.
 
 ![Screenshot of Open in Playground button](imgs/open_chat_in_playground.png)
 
-## Retry, edit, and delete messages
+## Select an LLM
+
+You can switch the LLM using the dropdown menu in the top left. Currently, the available models are:
+
+- gpt-40-mini
+- claude-3-5-sonnet-20240620
+- claude-3-5-sonnet-20241022
+- claude-3-haiku-20240307
+- claude-3-opus-20240229
+- claude-3-sonnet-20240229
+- gemini/gemini-1.5-flash-001
+- gemini/gemini-1.5-flash-002
+- gemini/gemini-1.5-flash-8b-exp-0827
+- gemini/gemini-1.5-flash-8b-exp-0924
+- gemini/gemini-1.5-flash-exp-0827
+- gemini/gemini-1.5-flash-latest
+- gemini/gemini-1.5-flash
+- gemini/gemini-1.5-pro-001
+- gemini/gemini-1.5-pro-002
+- gemini/gemini-1.5-pro-exp-0801
+- gemini/gemini-1.5-pro-exp-0827
+- gemini/gemini-1.5-pro-latest
+- gemini/gemini-1.5-pro
+- gemini/gemini-pro
+- gpt-3.5-turbo-0125
+- gpt-3.5-turbo-1106
+- gpt-3.5-turbo-16k
+- gpt-3.5-turbo
+- gpt-4-0125-preview
+- gpt-4-0314
+- gpt-4-0613
+- gpt-4-1106-preview
+- gpt-4-32k-0314
+- gpt-4-turbo-2024-04-09
+- gpt-4-turbo-preview
+- gpt-4-turbo
+- gpt-4
+- gpt-40-2024-05-13
+- gpt-40-2024-08-06
+- gpt-40-mini-2024-07-18
+- gpt-4o
+- groq/gemma-7b-it
+- groq/gemma2-9b-it
+- groq/llama-3.1-70b-versatile
+- groq/llama-3.1-8b-instant
+- groq/llama3-70b-8192
+- groq/llama3-8b-8192
+- groq/llama3-groq-70b-8192-tool-use-preview
+- groq/llama3-groq-8b-8192-tool-use-preview
+- groq/mixtral-8x7b-32768
+- o1-mini-2024-09-12
+- o1-mini
+- o1-preview-2024-09-12
+- o1-preview
+
+## Adjust LLM parameters
+
+You can experiment with different parameter values for your selected model. To adjust parameters, do the following:
+
+1. In the upper right corner of the Playground UI, click **Chat settings** to open the parameter settings dropdown.
+2. In the dropdown, adjust parameters as desired. You can also toggle Weave call tracking on or off, and [add a function](#add-a-function).
+3. Click **Chat settings** to close the dropdown and save your changes. 
 
-Once in the Playground, you can see the chat history.
-When hovering over a message, you will see three buttons: **Edit**, **Retry**, and **Delete**.
+![Screenshot of Playground settings](imgs/playground_settings.png)
 
-![Screenshot of Playground message buttons](imgs/playground_message_buttons.png)
+## Add a function
 
-1. **Retry**: Deletes all subsequent messages and retries the chat from the selected message.
-2. **Delete**: Removes the message from the chat.
-3. **Edit**: Allows you to modify the message content.
+You can test how different models use functions based on input it receives from the user. To add a function for testing in Playground, do the following:
 
-![Screenshot of Playground editing](imgs/playground_message_editor.png)
+1. In the upper right corner of the Playground UI, click **Chat settings** to open the parameter settings dropdown.
+2. In the dropdown, click **+ Add function**.
+3. In the pop-up, add your function information.
+4. To save your changes and close the function pop-up, click the **x** in the upper right corner.
+3. Click **Chat settings** to close the settings dropdown and save your changes.
 
-## Adding new messages
+## Retry, edit, and delete messages
 
-To add a new message to the chat without sending it to the LLM, select the role (e.g., **User**) and click **Add**.
-To send a new message to the LLM, click the **Send** button or press **Command + Enter**.
+With Playground, you can retry, edit, and delete messages. To use this feature,  hover over the message you want to edit, retry, or delete. Three buttons display: **Delete**, **Edit**, and **Retry**.
 
-![Screenshot of Playground sending a message](imgs/playground_chat_input.png)
+- **Delete**: Remove the message from the chat.
+- **Edit**: Modify the message content.
+- **Retry**: Delete all subsequent messages and retry the chat from the selected message.
 
-## Configuring the LLM
+![Screenshot of Playground message buttons](imgs/playground_message_buttons.png)
+![Screenshot of Playground editing](imgs/playground_message_editor.png)
 
-We currently support 4 LLM providers.
-To use each LLM, your team admin needs to add the relevant API key to your team's settings (found at **wandb.ai/[team-name]/settings**):
+## Add a new message
 
-- OpenAI: `OPENAI_API_KEY`
-- Anthropic: `ANTHROPIC_API_KEY`
-- Gemini: `GOOGLE_API_KEY`
-- Groq: `GEMMA_API_KEY`
+To add a new message to the chat, do the following:
 
-### Choosing the LLM and its settings
+1. In the chat box, select one of the available roles (**Assistant** or **User**)
+2. Click **+ Add**.
+3. To send a new message to the LLM, click the **Send** button. Alternatively, press the **Command** and **Enter** keys.
 
-Click the **Settings** button to open the settings drawer.
+![Screenshot of Playground sending a message](imgs/playground_chat_input.png)
 
-![Screenshot of Playground settings](imgs/playground_settings.png)
+## Compare LLMs
+
+Playground allows you to compare LLMs. To perform a comparison, do the following:
 
-You can also switch the LLM using the dropdown menu in the top left.
+1. In the Playground UI, click **Compare**. A second chat opens next to the original chat.
+2. In the second chat, you can:
+   - [Select the LLM to compare](#select-an-llm)
+   - [Adjust parameters](#adjust-llm-parameters)
+   - [Add functions](#add-a-function)
+3. In the message box, enter a message that you want to test with both models and press **Send**.

From bf816117061920494d262aa91a6df70c0cb33ab5 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 15:43:32 -0800
Subject: [PATCH 08/82] chore(ui): fix error message in console, key prop in
 jsx (#3082)

---
 weave-js/src/components/FancyPage/FancyPageSidebarSection.tsx | 1 -
 1 file changed, 1 deletion(-)

diff --git a/weave-js/src/components/FancyPage/FancyPageSidebarSection.tsx b/weave-js/src/components/FancyPage/FancyPageSidebarSection.tsx
index 709c3ccb781..ead31d264a0 100644
--- a/weave-js/src/components/FancyPage/FancyPageSidebarSection.tsx
+++ b/weave-js/src/components/FancyPage/FancyPageSidebarSection.tsx
@@ -113,7 +113,6 @@ const FancyPageSidebarSection = (props: FancyPageSidebarSectionProps) => {
         }
 
         const baseLinkProps = {
-          key: item.name,
           onClick: () => {
             item.onClick?.();
           },

From 0a7f5cedb93ad46a03888f142bb6421a5e5936d1 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 15:47:29 -0800
Subject: [PATCH 09/82] chore(ui): recyle -> refresh button (#3085)

---
 .../Home/Browse3/pages/CallsPage/CallsTableButtons.tsx          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTableButtons.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTableButtons.tsx
index fa8e9205dca..2d5322df584 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTableButtons.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTableButtons.tsx
@@ -484,7 +484,7 @@ export const RefreshButton: FC<{
         size="medium"
         onClick={onClick}
         tooltip="Refresh"
-        icon="randomize-reset-reload"
+        icon="reload-refresh"
       />
     </Box>
   );

From fbabcc6fe174b07a8d68cf397ae1ba6b31497fa4 Mon Sep 17 00:00:00 2001
From: Martin Mark <martin.mark@wandb.com>
Date: Mon, 25 Nov 2024 20:00:09 -0500
Subject: [PATCH 10/82] chore(ui): Visual update summary area on call views
 (#3041)

* Split tables / updated style for SimpleKeyValueTable

* Process all non-null attributes, flattening nested objects

* Use ObjectViewer component instead of the table for the attributes

* Added back comments

* Prettier

* Reverted attributes change - removed model from `Details` table
---
 .../Browse3/pages/CallPage/CallSummary.tsx    | 78 ++++++++++++-------
 .../Browse3/pages/common/SimplePageLayout.tsx | 77 +++++++++---------
 2 files changed, 87 insertions(+), 68 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallSummary.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallSummary.tsx
index 8dd7b818670..dfcdbd67693 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallSummary.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallSummary.tsx
@@ -8,6 +8,7 @@ import {SmallRef} from '../../../Browse2/SmallRef';
 import {SimpleKeyValueTable} from '../common/SimplePageLayout';
 import {CallSchema} from '../wfReactInterface/wfDataModelHooksInterface';
 import {CostTable} from './cost';
+import {ObjectViewerSection} from './ObjectViewerSection';
 
 const SUMMARY_FIELDS_EXCLUDED_FROM_GENERAL_RENDER = [
   'latency_s',
@@ -19,6 +20,7 @@ export const CallSummary: React.FC<{
   call: CallSchema;
 }> = ({call}) => {
   const span = call.rawSpan;
+  // Process attributes, only filtering out null values and keys starting with '_'
   const attributes = _.fromPairs(
     Object.entries(span.attributes ?? {}).filter(
       ([k, a]) => !k.startsWith('_') && a != null
@@ -52,36 +54,56 @@ export const CallSummary: React.FC<{
           <CostTable costs={costData} />
         </div>
       )}
-      <SimpleKeyValueTable
-        data={{
-          Operation:
-            parseRefMaybe(span.name) != null ? (
-              <SmallRef
-                objRef={parseRefMaybe(span.name)!}
-                wfTable="OpVersion"
+      <div className="mb-16">
+        <p
+          className="mb-10"
+          style={{
+            fontWeight: 600,
+            marginRight: 10,
+            paddingRight: 10,
+          }}>
+          Details
+        </p>
+        <SimpleKeyValueTable
+          keyColumnWidth={164}
+          data={{
+            Operation:
+              parseRefMaybe(span.name) != null ? (
+                <SmallRef
+                  objRef={parseRefMaybe(span.name)!}
+                  wfTable="OpVersion"
+                />
+              ) : (
+                span.name
+              ),
+            User: (
+              <UserLink
+                userId={call.userId}
+                placement="bottom-start"
+                includeName
               />
-            ) : (
-              span.name
             ),
-          User: (
-            <UserLink
-              userId={call.userId}
-              placement="bottom-start"
-              includeName
-            />
-          ),
-          Called: <Timestamp value={span.timestamp / 1000} format="relative" />,
-          ...(span.summary.latency_s != null && span.status_code !== 'UNSET'
-            ? {
-                Latency: span.summary.latency_s.toFixed(3) + 's',
-              }
-            : {}),
-          ...(Object.keys(attributes).length > 0
-            ? {Attributes: attributes}
-            : {}),
-          ...(Object.keys(summary).length > 0 ? {Summary: summary} : {}),
-        }}
-      />
+            Called: (
+              <Timestamp value={span.timestamp / 1000} format="relative" />
+            ),
+            ...(span.summary.latency_s != null && span.status_code !== 'UNSET'
+              ? {
+                  Latency: span.summary.latency_s.toFixed(3) + 's',
+                }
+              : {}),
+            ...(Object.keys(summary).length > 0 ? summary : {}),
+          }}
+        />
+      </div>
+      {Object.keys(attributes).length > 0 && (
+        <div className="mb-16">
+          <ObjectViewerSection
+            title="Attributes"
+            data={attributes}
+            isExpanded={true}
+          />
+        </div>
+      )}
     </div>
   );
 };
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SimplePageLayout.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SimplePageLayout.tsx
index 1e7c85c9741..e8965d3f4a2 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SimplePageLayout.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SimplePageLayout.tsx
@@ -375,47 +375,44 @@ export const ScrollableTabContent: FC<{
 
 export const SimpleKeyValueTable: FC<{
   data: {[key: string]: ReactNode};
+  keyColumnWidth?: string | number;
 }> = props => {
   return (
-    <table
-      style={{
-        borderCollapse: 'collapse',
-      }}>
-      <tbody>
-        {Object.entries(props.data).map(([key, val]) => {
-          return (
-            <tr key={key}>
-              <td
-                style={{
-                  fontWeight: 600,
-                  marginRight: 10,
-                  paddingRight: 10,
-
-                  // align text to the top
-                  display: 'flex',
-                  flexDirection: 'column',
-                  justifyContent: 'flex-start',
-                  width: 100,
-                }}>
-                {key}
-              </td>
-              <td>
-                {isPrimitive(val) ? (
-                  val
-                ) : _.isArray(val) ? (
-                  <SimpleKeyValueTable
-                    data={_.fromPairs(val.map((v, i) => [i, v]))}
-                  />
-                ) : (
-                  <SimpleKeyValueTable
-                    data={_.fromPairs(Object.entries(val as any))}
-                  />
-                )}
-              </td>
-            </tr>
-          );
-        })}
-      </tbody>
-    </table>
+    <div className="w-full overflow-hidden rounded border border-[#E0E0E0]">
+      <table className="w-full text-[14px]">
+        <tbody className="divide-y divide-[#E0E0E0]">
+          {Object.entries(props.data).map(([key, val]) => {
+            return (
+              <tr key={key}>
+                <td
+                  className="border-r border-[#E0E0E0] bg-moon-50 p-[8px] align-top text-moon-500"
+                  style={
+                    props.keyColumnWidth
+                      ? {width: props.keyColumnWidth}
+                      : undefined
+                  }>
+                  {key}
+                </td>
+                <td className="p-[8px] align-top">
+                  {isPrimitive(val) ? (
+                    val
+                  ) : _.isArray(val) ? (
+                    <SimpleKeyValueTable
+                      data={_.fromPairs(val.map((v, i) => [i, v]))}
+                      keyColumnWidth={props.keyColumnWidth}
+                    />
+                  ) : (
+                    <SimpleKeyValueTable
+                      data={_.fromPairs(Object.entries(val as any))}
+                      keyColumnWidth={props.keyColumnWidth}
+                    />
+                  )}
+                </td>
+              </tr>
+            );
+          })}
+        </tbody>
+      </table>
+    </div>
   );
 };

From ecc4f0758a1689c10073403ea11a4a9d3e15f99d Mon Sep 17 00:00:00 2001
From: Martin Mark <martin.mark@wandb.com>
Date: Mon, 25 Nov 2024 20:01:30 -0500
Subject: [PATCH 11/82] chore(ui): Playground style updates (#3064)

* Little more x-pad

* Medium buttons / remove border around text area

* Add a dialog to confirm clearing the chat history

* Text sizing

* Header padding

* Edit button sizes

* Center `Add As` button

* Button group

* Chat input container

* Update StyledTextarea.tsx

* Horizontal padding header

* Header update / setting display default

* Message list button positioning

* Make StyledTextArea grow-able

* Settings alignment

* Fix ref error

* Updated the edit window to use the growing component

* LLMDropdown - updated for widths

* Overflow tweaks

* Lint

* Lint and fix `no-shadowed-variable`

* Lint

* Shadowed issue rename

* Update PlaygroundChat.tsx

* Check if mac for CMD or CTRL

* Lint

* Updated to use `Pill` vs `Tag`

* Update PlaygroundPage.tsx
---
 .../Home/Browse3/pages/ChatView/ChatView.tsx  |   2 +-
 .../Browse3/pages/ChatView/MessagePanel.tsx   |  20 +-
 .../PlaygroundMessagePanelButtons.tsx         |   2 +-
 .../ChatView/PlaygroundMessagePanelEditor.tsx |  15 +-
 .../PlaygroundChat/LLMDropdown.tsx            |  15 +-
 .../PlaygroundChat/PlaygroundChat.tsx         |  11 +-
 .../PlaygroundChat/PlaygroundChatInput.tsx    | 173 +++++++++++-------
 .../PlaygroundChat/PlaygroundChatTopBar.tsx   |  50 ++++-
 .../pages/PlaygroundPage/PlaygroundPage.tsx   |  15 +-
 .../PlaygroundSettings/PlaygroundSettings.tsx |   2 +-
 .../pages/PlaygroundPage/StyledTextarea.tsx   |  75 +++++++-
 11 files changed, 271 insertions(+), 109 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/ChatView.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/ChatView.tsx
index 727731f18c7..90e6e591e5b 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/ChatView.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/ChatView.tsx
@@ -36,7 +36,7 @@ export const ChatView = ({chat}: ChatViewProps) => {
       />
       {chatResult?.choices && chatResult.choices.length > 0 && (
         <>
-          <span className="mt-16 text-sm font-semibold text-moon-800">
+          <span className="-mb-16 mt-24 text-sm font-semibold text-moon-800">
             Response
           </span>
           <div ref={outputRef}>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/MessagePanel.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/MessagePanel.tsx
index 3dfec966631..c9ed9313f59 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/MessagePanel.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/MessagePanel.tsx
@@ -67,7 +67,7 @@ export const MessagePanel = ({
         <div className="w-32 flex-shrink-0">
           {!isUser && !isTool && (
             <Callout
-              size="small"
+              size="x-small"
               icon="robot-service-member"
               color="moon"
               className="h-32 w-32"
@@ -84,8 +84,8 @@ export const MessagePanel = ({
           'bg-cactus-300/[0.24]': isUser,
           'max-w-full': !isUser,
           'max-w-[768px]': isUser,
-          'ml-auto': isUser,
-          'mr-auto': !isUser,
+          'ml-auto py-8': isUser,
+          'mr-auto pb-8 pt-4': !isUser,
           'py-8': hasContent,
         })}
         onMouseEnter={() => setIsHovering(true)}
@@ -93,7 +93,7 @@ export const MessagePanel = ({
         <div>
           {isSystemPrompt && (
             <div className="flex justify-between px-16">
-              <div className="text-sm text-moon-500">
+              <div className="text-moon-500">
                 {message.role.charAt(0).toUpperCase() + message.role.slice(1)}
               </div>
             </div>
@@ -101,7 +101,7 @@ export const MessagePanel = ({
 
           {isTool && (
             <div className={classNames('pb-8')}>
-              <div className="text-sm font-semibold text-moon-500">
+              <div className="text-[14px] font-semibold text-moon-500">
                 Response
               </div>
             </div>
@@ -127,11 +127,9 @@ export const MessagePanel = ({
               <>
                 {hasContent && (
                   <div
-                    className={classNames(
-                      hasToolCalls ? 'pb-8' : '',
-                      ' text-sm',
-                      {'px-16': isSystemPrompt || isUser}
-                    )}>
+                    className={classNames(hasToolCalls ? 'pb-8' : '', {
+                      'px-16': isSystemPrompt || isUser,
+                    })}>
                     {_.isString(message.content) ? (
                       <MessagePanelPart
                         value={message.content}
@@ -168,7 +166,7 @@ export const MessagePanel = ({
           {isPlayground && isHovering && !editorHeight && (
             <div
               className={classNames(
-                'absolute flex w-full items-center justify-start pt-20',
+                'absolute -bottom-[24px] right-[4px] flex w-full items-center justify-start',
                 isNested ? 'bottom-0' : 'bottom-[-32px]'
               )}>
               <PlaygroundMessagePanelButtons
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelButtons.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelButtons.tsx
index 27709403960..e491c38ede7 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelButtons.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelButtons.tsx
@@ -27,7 +27,7 @@ export const PlaygroundMessagePanelButtons: React.FC<
   const {deleteMessage, deleteChoice, retry} = usePlaygroundContext();
 
   return (
-    <div className="z-10 flex gap-4 rounded-lg border border-moon-250 bg-white p-4">
+    <div className="z-10 ml-auto flex gap-4 rounded-lg border border-moon-250 bg-white p-4">
       <Button
         variant="quiet"
         size="small"
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelEditor.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelEditor.tsx
index 6d56259125e..aa12cacb027 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelEditor.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ChatView/PlaygroundMessagePanelEditor.tsx
@@ -65,25 +65,20 @@ export const PlaygroundMessagePanelEditor: React.FC<
   };
 
   return (
-    <div
-      className={classNames(
-        'w-full pt-16 text-sm',
-        isNested ? 'px-2' : 'px-16'
-      )}>
+    <div className={classNames('w-full pt-16', isNested ? 'px-2' : 'px-16')}>
       <StyledTextArea
         value={editedContent}
         onChange={e => setEditedContent(e.target.value)}
-        style={{
-          minHeight: `${editorHeight}px`,
-        }}
+        autoGrow
+        maxHeight={160}
       />
       <div className="z-100 mt-8 flex justify-end gap-8">
-        <Button variant="quiet" size="small" onClick={handleCancel}>
+        <Button variant="quiet" size="medium" onClick={handleCancel}>
           Cancel
         </Button>
         <Button
           variant="primary"
-          size="small"
+          size="medium"
           onClick={
             pendingToolResponseId
               ? () =>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
index d14a9db3042..38e4ae293ef 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
@@ -19,13 +19,26 @@ export const LLMDropdown: React.FC<LLMDropdownProps> = ({value, onChange}) => {
   return (
     <Box
       sx={{
-        width: '150px',
+        width: 'max-content',
+        maxWidth: '100%',
+        '& .MuiOutlinedInput-root': {
+          width: 'max-content',
+          maxWidth: '200px',
+        },
+        '& > div': {
+          width: 'max-content',
+          maxWidth: '200px',
+        },
+        '& .MuiAutocomplete-popper, & [class*="-menu"]': {
+          width: '300px !important',
+        },
         '& #react-select-2-listbox': {
           width: '300px',
           maxHeight: '500px',
         },
         '& #react-select-2-listbox > div': {
           maxHeight: '500px',
+          width: '300px',
         },
       }}>
       <Select
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
index e806ee89294..bff230201e6 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
@@ -66,6 +66,7 @@ export const PlaygroundChat = ({
         display: 'flex',
         flexDirection: 'column',
         alignItems: 'center',
+        overflow: 'hidden', // Rely on inner overflows, not outer page
       }}>
       <Box
         sx={{
@@ -116,9 +117,9 @@ export const PlaygroundChat = ({
                 sx={{
                   position: 'absolute',
                   top: '8px',
-                  width: 'calc(100% - 16px)',
-                  left: '8px',
-                  right: '8px',
+                  width: 'calc(100% - 32px)',
+                  left: '16px',
+                  right: '16px',
                   zIndex: 10,
                 }}>
                 <PlaygroundChatTopBar
@@ -139,6 +140,7 @@ export const PlaygroundChat = ({
                   overflow: 'scroll',
                   paddingTop: '48px', // Height of the top bar
                   paddingX: '16px',
+                  flexGrow: 1,
                 }}>
                 <Tailwind>
                   <div className=" mx-auto h-full min-w-[400px] max-w-[800px] pb-8">
@@ -169,6 +171,8 @@ export const PlaygroundChat = ({
                       </PlaygroundContext.Provider>
                     )}
                   </div>
+                  {/* Spacer used for leaving room for the input */}
+                  <div className="h-[125px] w-full" />
                 </Tailwind>
               </Box>
               <Box
@@ -196,6 +200,7 @@ export const PlaygroundChat = ({
         isLoading={isLoading}
         onSend={handleSend}
         onAdd={handleAddMessage}
+        settingsTab={settingsTab}
       />
     </Box>
   );
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
index 0a49edbd87b..817f8f863e0 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
@@ -1,9 +1,5 @@
 import {Box, Divider} from '@mui/material';
-import {
-  MOON_250,
-  MOON_500,
-  TEAL_500,
-} from '@wandb/weave/common/css/color.styles';
+import {MOON_250, MOON_500} from '@wandb/weave/common/css/color.styles';
 import {Button} from '@wandb/weave/components/Button';
 import React, {useState} from 'react';
 
@@ -15,6 +11,17 @@ type PlaygroundChatInputProps = {
   isLoading: boolean;
   onSend: (role: 'assistant' | 'user') => void;
   onAdd: (role: 'assistant' | 'user', text: string) => void;
+  settingsTab: number | null;
+};
+
+const isMac = () => {
+  const platform = navigator.platform || '';
+  const userAgent = navigator.userAgent || '';
+  const appVersion = navigator.appVersion || '';
+  const checkString = (str: string) => /Mac|iPhone|iPod|iPad/i.test(str);
+  return (
+    checkString(platform) || checkString(userAgent) || checkString(appVersion)
+  );
 };
 
 export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
@@ -23,96 +30,120 @@ export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
   isLoading,
   onSend,
   onAdd,
+  settingsTab,
 }) => {
   const [addMessageRole, setAddMessageRole] = useState<'assistant' | 'user'>(
     'user'
   );
+  const [shouldReset, setShouldReset] = useState(false);
+
+  const handleReset = () => {
+    setShouldReset(true);
+    setTimeout(() => setShouldReset(false), 0);
+  };
+
+  const handleSend = (role: 'assistant' | 'user') => {
+    onSend(role);
+    handleReset();
+  };
+
+  const handleAdd = (role: 'assistant' | 'user', text: string) => {
+    onAdd(role, text);
+    handleReset();
+  };
 
   const handleKeyDown = (event: React.KeyboardEvent<HTMLTextAreaElement>) => {
     if (event.key === 'Enter' && (event.metaKey || event.ctrlKey)) {
-      event.preventDefault(); // Prevent default to avoid newline in textarea
-      onSend(addMessageRole);
+      event.preventDefault();
+      handleSend(addMessageRole);
     }
   };
 
   return (
     <Box
       sx={{
-        width: 'calc(100% - 32px)',
-        maxHeight: '500px',
-        minWidth: '500px',
-        maxWidth: '800px',
-        border: `2px solid ${TEAL_500}`,
-        padding: '8px',
-        paddingLeft: '12px',
-        marginX: '16px',
-        marginBottom: '16px',
-        borderRadius: '4px',
-        display: 'flex',
-        flexDirection: 'column',
-        justifyContent: 'space-between',
-        gap: '8px',
-        position: 'relative',
+        position: 'fixed',
+        bottom: '0',
+        left: '58px',
+        paddingBottom: '16px',
+        paddingTop: '8px',
+        backgroundColor: 'white',
+        width:
+          settingsTab !== null
+            ? 'calc(100% - 58px - 320px)'
+            : 'calc(100% - 58px)',
+        zIndex: 100,
       }}>
       <Box
         sx={{
-          position: 'absolute',
-          top: '-30px',
-          right: '0',
-          fontSize: '12px',
-          color: MOON_500,
+          maxWidth: '800px',
+          marginX: 'auto',
         }}>
-        Press CMD + Enter to send
-      </Box>
-      <StyledTextArea
-        onChange={e => setChatText(e.target.value)}
-        value={chatText}
-        onKeyDown={handleKeyDown}
-      />
-      <Box sx={{display: 'flex', justifyContent: 'space-between'}}>
-        <Box sx={{display: 'flex', gap: '8px'}}>
-          {/* TODO: Add image upload */}
-          {/* <Button variant="secondary" size="small" startIcon="photo" /> */}
+        <Box
+          sx={{
+            marginBottom: '4px',
+            textAlign: 'right',
+            fontSize: '12px',
+            color: MOON_500,
+          }}>
+          Press {isMac() ? 'CMD' : 'Ctrl'} + Enter to send
         </Box>
-        <Box sx={{display: 'flex', gap: '8px'}}>
-          <Box
-            sx={{
-              display: 'flex',
-              color: MOON_500,
-              fontSize: '12px',
-            }}>
-            Add as
+        <StyledTextArea
+          onChange={e => setChatText(e.target.value)}
+          value={chatText}
+          onKeyDown={handleKeyDown}
+          placeholder="Type your message here..."
+          autoGrow
+          maxHeight={160}
+          reset={shouldReset}
+        />
+        <Box sx={{display: 'flex', justifyContent: 'space-between'}}>
+          <Box sx={{display: 'flex', gap: '8px'}}>
+            {/* TODO: Add image upload */}
+            {/* <Button variant="secondary" size="small" startIcon="photo" /> */}
+          </Box>
+          <Box sx={{display: 'flex', gap: '8px'}}>
+            <Box
+              sx={{
+                display: 'flex',
+                alignItems: 'center',
+                color: MOON_500,
+                fontSize: '12px',
+              }}>
+              Add as
+              <Button
+                className="ml-4 rounded-r-none"
+                variant="secondary"
+                size="medium"
+                active={addMessageRole === 'assistant'}
+                onClick={() => setAddMessageRole('assistant')}>
+                Assistant
+              </Button>
+              <Button
+                className="rounded-l-none"
+                variant="secondary"
+                size="medium"
+                active={addMessageRole === 'user'}
+                onClick={() => setAddMessageRole('user')}>
+                User
+              </Button>
+            </Box>
             <Button
-              className="ml-4"
               variant="secondary"
-              size="small"
-              active={addMessageRole === 'assistant'}
-              onClick={() => setAddMessageRole('assistant')}>
-              Assistant
+              size="medium"
+              startIcon="add-new"
+              onClick={() => handleAdd(addMessageRole, chatText)}>
+              Add
             </Button>
+            <Divider orientation="vertical" flexItem sx={{bgcolor: MOON_250}} />
             <Button
-              variant="secondary"
-              size="small"
-              active={addMessageRole === 'user'}
-              onClick={() => setAddMessageRole('user')}>
-              User
+              size="medium"
+              onClick={() => handleSend(addMessageRole)}
+              disabled={isLoading || chatText.trim() === ''}
+              startIcon={isLoading ? 'loading' : undefined}>
+              {isLoading ? 'Sending...' : 'Send'}
             </Button>
           </Box>
-          <Button
-            variant="secondary"
-            size="small"
-            startIcon="add-new"
-            onClick={() => onAdd(addMessageRole, chatText)}>
-            Add
-          </Button>
-          <Divider orientation="vertical" flexItem sx={{bgcolor: MOON_250}} />
-          <Button
-            size="small"
-            onClick={() => onSend(addMessageRole)}
-            disabled={isLoading || chatText.trim() === ''}
-            startIcon={isLoading ? 'loading' : undefined}>
-            {isLoading ? 'Sending...' : 'Send'}
-          </Button>
         </Box>
       </Box>
     </Box>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
index 7e1b4b13bb1..5681b81e1b9 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
@@ -1,8 +1,15 @@
+import {
+  Dialog,
+  DialogActions as MaterialDialogActions,
+  DialogContent,
+  DialogTitle,
+} from '@material-ui/core';
 import {Box} from '@mui/material';
 import {Button} from '@wandb/weave/components/Button';
 import {Tag} from '@wandb/weave/components/Tag';
-import React from 'react';
+import React, {useState} from 'react';
 import {useHistory} from 'react-router-dom';
+import styled from 'styled-components';
 
 import {CopyableId} from '../../common/Id';
 import {LLMMaxTokensKey} from '../llmMaxTokens';
@@ -22,6 +29,13 @@ type PlaygroundChatTopBarProps = {
   setPlaygroundStates: (playgroundStates: PlaygroundState[]) => void;
 };
 
+const DialogActions = styled(MaterialDialogActions)<{$align: string}>`
+  justify-content: ${({$align}) =>
+    $align === 'left' ? 'flex-start' : 'flex-end'} !important;
+  padding: 32px 32px 32px 32px !important;
+`;
+DialogActions.displayName = 'S.DialogActions';
+
 export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
   idx,
   settingsTab,
@@ -35,6 +49,7 @@ export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
   const history = useHistory();
   const isLastChat = idx === playgroundStates.length - 1;
   const onlyOneChat = playgroundStates.length === 1;
+  const [confirmClear, setConfirmClear] = useState(false);
 
   const clearCall = (index: number) => {
     history.push(`/${entity}/${project}/weave/playground`);
@@ -66,6 +81,29 @@ export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
     setPlaygroundStateField(index, 'maxTokens', maxTokens / 2);
   };
 
+  const ConfirmClearModal: React.FC<{
+    open: boolean;
+    onClose: () => void;
+    onConfirm: () => void;
+  }> = ({open, onClose, onConfirm}) => {
+    return (
+      <Dialog open={open} onClose={onClose} maxWidth="xs" fullWidth>
+        <DialogTitle>Clear chat history</DialogTitle>
+        <DialogContent style={{overflow: 'hidden'}}>
+          <p>Are you sure you want to clear the chat history?</p>
+        </DialogContent>
+        <DialogActions $align="left">
+          <Button variant="destructive" onClick={onConfirm}>
+            Clear history
+          </Button>
+          <Button variant="ghost" onClick={onClose}>
+            Cancel
+          </Button>
+        </DialogActions>
+      </Dialog>
+    );
+  };
+
   return (
     <Box
       sx={{
@@ -104,7 +142,7 @@ export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
           icon="sweeps-broom"
           size="medium"
           variant="ghost"
-          onClick={() => clearCall(idx)}
+          onClick={() => setConfirmClear(true)}
         />
         {onlyOneChat ? (
           <Button
@@ -149,6 +187,14 @@ export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
           />
         )}
       </Box>
+      <ConfirmClearModal
+        open={confirmClear}
+        onClose={() => setConfirmClear(false)}
+        onConfirm={() => {
+          clearCall(idx);
+          setConfirmClear(false);
+        }}
+      />
     </Box>
   );
 };
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundPage.tsx
index 9fe9406447e..c6232631e4e 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundPage.tsx
@@ -1,8 +1,9 @@
 import {Box} from '@mui/material';
 import {WeaveLoader} from '@wandb/weave/common/components/WeaveLoader';
+import {Pill} from '@wandb/weave/components/Tag/Pill';
 import React, {useEffect, useMemo, useState} from 'react';
 
-import {SimplePageLayout} from '../common/SimplePageLayout';
+import {SimplePageLayoutWithHeader} from '../common/SimplePageLayout';
 import {useWFHooks} from '../wfReactInterface/context';
 import {PlaygroundChat} from './PlaygroundChat/PlaygroundChat';
 import {PlaygroundSettings} from './PlaygroundSettings/PlaygroundSettings';
@@ -16,9 +17,15 @@ export type PlaygroundPageProps = {
 
 export const PlaygroundPage = (props: PlaygroundPageProps) => {
   return (
-    <SimplePageLayout
-      title={'Playground (preview)'}
+    <SimplePageLayoutWithHeader
+      title={
+        <Box sx={{display: 'flex', alignItems: 'center', gap: 1}}>
+          Playground
+          <Pill label="Preview" color="moon" />
+        </Box>
+      }
       hideTabsIfSingle
+      headerContent={null}
       tabs={[
         {
           label: 'main',
@@ -38,7 +45,7 @@ export const PlaygroundPageInner = (props: PlaygroundPageProps) => {
   } = usePlaygroundState();
 
   const {useCall, useCalls} = useWFHooks();
-  const [settingsTab, setSettingsTab] = useState<number | null>(null);
+  const [settingsTab, setSettingsTab] = useState<number | null>(0);
 
   const call = useCall(
     useMemo(() => {
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundSettings/PlaygroundSettings.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundSettings/PlaygroundSettings.tsx
index 63d6539f2f1..5a2e8fae32c 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundSettings/PlaygroundSettings.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundSettings/PlaygroundSettings.tsx
@@ -28,7 +28,7 @@ export const PlaygroundSettings: React.FC<PlaygroundSettingsProps> = ({
   return (
     <Box
       sx={{
-        padding: '16px',
+        padding: '0px 16px 8px 16px',
         height: '100%',
         borderLeft: `1px solid ${MOON_250}`,
         display: 'flex',
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/StyledTextarea.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/StyledTextarea.tsx
index 62eb04cf6ef..14a5b121da5 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/StyledTextarea.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/StyledTextarea.tsx
@@ -5,16 +5,83 @@ import {Tailwind} from '@wandb/weave/components/Tailwind';
 import classNames from 'classnames';
 import React, {forwardRef} from 'react';
 
-type TextAreaProps = React.TextareaHTMLAttributes<HTMLTextAreaElement>;
+type TextAreaProps = React.TextareaHTMLAttributes<HTMLTextAreaElement> & {
+  autoGrow?: boolean;
+  maxHeight?: string | number;
+  reset?: boolean;
+};
 
 export const StyledTextArea = forwardRef<HTMLTextAreaElement, TextAreaProps>(
-  ({className, ...props}, ref) => {
+  ({className, autoGrow, maxHeight, reset, ...props}, ref) => {
+    const textareaRef = React.useRef<HTMLTextAreaElement>(null);
+
+    React.useEffect(() => {
+      if (!autoGrow || !textareaRef.current) {
+        return;
+      }
+
+      const adjustHeight = () => {
+        const textareaElement = textareaRef.current;
+        if (!textareaElement) {
+          return;
+        }
+
+        // Disable resize when autoGrow is true
+        textareaElement.style.resize = 'none';
+
+        if (reset || textareaElement.value === '') {
+          textareaElement.style.height = 'auto';
+          return;
+        }
+
+        // Reset height to allow shrinking
+        textareaElement.style.height = 'auto';
+        const newHeight = textareaElement.scrollHeight;
+
+        // Apply max height if specified
+        if (maxHeight) {
+          textareaElement.style.height = `${Math.min(
+            newHeight,
+            typeof maxHeight === 'string' ? parseInt(maxHeight, 10) : maxHeight
+          )}px`;
+          textareaElement.style.overflowY =
+            newHeight >
+            (typeof maxHeight === 'string'
+              ? parseInt(maxHeight, 10)
+              : maxHeight)
+              ? 'auto'
+              : 'hidden';
+        } else {
+          textareaElement.style.height = `${newHeight}px`;
+          textareaElement.style.overflowY = 'hidden';
+        }
+      };
+
+      const textareaRefElement = textareaRef.current;
+      textareaRefElement.addEventListener('input', adjustHeight);
+      adjustHeight(); // Initial adjustment
+
+      return () =>
+        textareaRefElement.removeEventListener('input', adjustHeight);
+    }, [autoGrow, maxHeight, reset]);
+
     return (
       <Tailwind style={{display: 'contents'}}>
         <textarea
-          ref={ref}
+          ref={element => {
+            if (typeof ref === 'function') {
+              ref(element);
+            } else if (ref) {
+              (
+                ref as React.MutableRefObject<HTMLTextAreaElement | null>
+              ).current = element;
+            }
+            (
+              textareaRef as React.MutableRefObject<HTMLTextAreaElement | null>
+            ).current = element;
+          }}
           className={classNames(
-            'h-full w-full flex-1',
+            'h-full w-full',
             'p-8 leading-6',
             'focus:outline-none',
             'relative bottom-0 top-0 items-center rounded-sm',

From 7e9390db2f8bacf778467f33448461ea8c04ed2a Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 17:17:08 -0800
Subject: [PATCH 12/82] feat(weave): create and view `scorers`, now in the side
 nav bar  (#3025)

---
 docs/docs/guides/tracking/feedback.md         |  98 ++++++++++++++++++
 .../tracking/imgs/feedback-in-the-table.png   | Bin 0 -> 590235 bytes
 .../tracking/imgs/full-feedback-sidebar.png   | Bin 0 -> 592311 bytes
 .../imgs/human-annotation-scorer-form.png     | Bin 0 -> 156138 bytes
 .../imgs/human-annotation-scorer-history.png  | Bin 0 -> 175920 bytes
 .../docs/guides/tracking/imgs/marker-icon.png | Bin 0 -> 1866 bytes
 .../components/FancyPage/useProjectSidebar.ts |  16 +--
 .../StructuredFeedback/FeedbackSidebar.tsx    |   4 +-
 .../Browse3/pages/common/EmptyContent.tsx     |   6 +-
 9 files changed, 113 insertions(+), 11 deletions(-)
 create mode 100644 docs/docs/guides/tracking/imgs/feedback-in-the-table.png
 create mode 100644 docs/docs/guides/tracking/imgs/full-feedback-sidebar.png
 create mode 100644 docs/docs/guides/tracking/imgs/human-annotation-scorer-form.png
 create mode 100644 docs/docs/guides/tracking/imgs/human-annotation-scorer-history.png
 create mode 100644 docs/docs/guides/tracking/imgs/marker-icon.png

diff --git a/docs/docs/guides/tracking/feedback.md b/docs/docs/guides/tracking/feedback.md
index 67875db77a5..81022d31bc9 100644
--- a/docs/docs/guides/tracking/feedback.md
+++ b/docs/docs/guides/tracking/feedback.md
@@ -180,3 +180,101 @@ Additionally, you can use call() method to execute the operation and retrieve th
     ```
   </TabItem>
 </Tabs>
+
+## Human annotation
+
+Human annotations are supported in the weave UI after configuration of a Human Annotation scorer, which can be accessed via the `Scorers` page in the navigation sidebar. Once configured, annotations can be used when inspecting individual calls in the main Call or Evaluation table, by selecting the marker icon in the call header (seen below).
+
+![Marker icon in call header](./imgs/marker-icon.png)
+
+### Creating a Human Annotation scorer
+
+To create a scorer, click "create scorer" in the "Scorers" page (accessed via the navigation sidebar). Select the type of scorer, in this case: "Human annotation". Then fill out the subsequent form to configure the scorer, paying special attention to the `Type`, which will be used to determine the type of feedback that will be collected. Here is an example scorer configuration where a human labeler is asked to choose which type of document the llm used:
+
+![Human Annotation scorer form](./imgs/human-annotation-scorer-form.png)
+
+This scorer will automatically show up in the "Feedback" sidebar with the options provided.
+
+![Human Annotation scorer feedback sidebar](./imgs/full-feedback-sidebar.png)
+
+Once labeled, the feedback can also be viewed in the calls table (refreshing the table may be required). The column can be ordered and filtered.
+
+![Human Annotation scorer feedback in calls table](./imgs/feedback-in-the-table.png)
+
+### Through the API
+
+Human annotation scorers can also be configured through the API. Each scorer is its own object, which is created and updated independently. The following example creates two scorers, one for the temperature of the llm call, and one for the tone of the response. Simply import the `AnnotationSpec` class from `weave.flow.annotation_spec` and use the `save` method on the weave client to create the scorer.
+
+<Tabs groupId="programming-language">
+  <TabItem value="python" label="Python" default>
+    ```python
+    import weave
+    from weave.flow.annotation_spec import AnnotationSpec
+
+    api = weave.init("feedback-example")
+
+    spec1 = AnnotationSpec(
+      name="Temperature",
+      description="The perceived temperature of the llm call",
+      field_schema={
+        "type": "number",
+        "minimum": -1,
+        "maximum": 1,
+      }
+    )
+    spec2 = AnnotationSpec(
+      name="Tone",
+      description="The tone of the llm response",
+      field_schema={
+        "type": "string",
+        "enum": ["Aggressive", "Neutral", "Polite", "N/A"],
+      },
+    )
+    api.save(spec1, "temperature-scorer")
+    api.save(spec2, "tone-scorer")
+    ```
+
+  </TabItem>
+  <TabItem value="typescript" label="TypeScript">
+    ```plaintext
+    This feature is not available in TypeScript yet.  Stay tuned!
+    ```
+  </TabItem>
+</Tabs>
+
+### Modifying a Human Annotation scorer
+
+Building on the previous example, the following code creates a new version of the temperature scorer, by using the same object-id when saving.
+
+<Tabs groupId="programming-language">
+  <TabItem value="python" label="Python" default>
+    ```python
+    import weave
+    from weave.flow.annotation_spec import AnnotationSpec
+
+    api = weave.init("feedback-example")
+
+    # create a new version of the scorer
+    spec1 = AnnotationSpec(
+      name="Temperature",
+      description="The perceived temperature of the llm call",
+      field_schema={
+        "type": "integer",  # <<- change type to integer
+        "minimum": -1,
+        "maximum": 1,
+      }
+    )
+    api.save(spec1, "temperature-scorer")
+    ```
+
+  </TabItem>
+  <TabItem value="typescript" label="TypeScript">
+    ```plaintext
+    This feature is not available in TypeScript yet.  Stay tuned!
+    ```
+  </TabItem>
+</Tabs>
+
+The result is an updated object, with a history of all versions. This can be viewed in the scorers tab, under "Human annotations".
+
+![Human Annotation scorer history](./imgs/human-annotation-scorer-history.png)
diff --git a/docs/docs/guides/tracking/imgs/feedback-in-the-table.png b/docs/docs/guides/tracking/imgs/feedback-in-the-table.png
new file mode 100644
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diff --git a/docs/docs/guides/tracking/imgs/marker-icon.png b/docs/docs/guides/tracking/imgs/marker-icon.png
new file mode 100644
index 0000000000000000000000000000000000000000..76032d5578bcb129997f13b3898285034ed3f1df
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diff --git a/weave-js/src/components/FancyPage/useProjectSidebar.ts b/weave-js/src/components/FancyPage/useProjectSidebar.ts
index 65bad90278d..61fa0213b1a 100644
--- a/weave-js/src/components/FancyPage/useProjectSidebar.ts
+++ b/weave-js/src/components/FancyPage/useProjectSidebar.ts
@@ -158,13 +158,13 @@ export const useProjectSidebar = (
             iconName: IconNames.BenchmarkSquare,
           },
           // Hiding until we want to release
-          // {
-          //   type: 'button' as const,
-          //   name: 'Scorers',
-          //   slug: 'weave/scorers',
-          //   isShown: isWeaveOnly,
-          //   iconName: IconNames.TypeNumberAlt,
-          // },
+          {
+            type: 'button' as const,
+            name: 'Scorers',
+            slug: 'weave/scorers',
+            isShown: isWeaveOnly,
+            iconName: IconNames.TypeNumberAlt,
+          },
           {
             type: 'divider' as const,
             key: 'dividerWithinWeave-2',
@@ -228,7 +228,7 @@ export const useProjectSidebar = (
             // iconName: IconNames.OverflowHorizontal,
             menu: [
               'weave/leaderboards',
-              // 'weave/scorers', // Hiding until we want to release
+              'weave/scorers',
               'weave/operations',
               'weave/objects',
               'weave/playground',
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
index a593f79b9ac..2e09a3516f7 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
@@ -92,7 +92,7 @@ export const FeedbackSidebar = ({
   ]);
 
   return (
-    <div className="flex h-full flex-col bg-white">
+    <div className="flex h-full w-full flex-col bg-white">
       <div className="justify-left flex w-full border-b border-moon-300 p-12">
         <div className="text-lg font-semibold">Feedback</div>
         <div className="flex-grow" />
@@ -126,7 +126,7 @@ export const FeedbackSidebar = ({
           <Loading centered />
         </div>
       ) : (
-        <div className="mt-12 w-full items-center justify-center">
+        <div className="mr-10 mt-12 items-center justify-center">
           <Empty {...EMPTY_PROPS_ANNOTATIONS} />
           <div className="mt-4 flex w-full justify-center">
             <Button
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
index 4872572d1d4..16fd9afd4ae 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
@@ -214,7 +214,11 @@ export const EMPTY_PROPS_ANNOTATIONS: EmptyProps = {
   moreInformation: (
     <>
       More information about creating and using annotation specifications for
-      human labeling coming soon.
+      human labeling can be found in the{' '}
+      <TargetBlank href="https://weave-docs.wandb.ai/guides/tracking/feedback#human-annotation">
+        documentation
+      </TargetBlank>
+      .
     </>
   ),
 };

From 339479f45a0551ab66cb66b8e127c16f69234e4a Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 17:17:31 -0800
Subject: [PATCH 13/82] chore(ui): unhide annotation button to view drawer
 (#3086)

---
 .../Home/Browse3/pages/CallPage/CallPage.tsx  | 23 ++++++++-----------
 1 file changed, 9 insertions(+), 14 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 600d94ac07d..1081e43056f 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -41,9 +41,6 @@ import {CallSummary} from './CallSummary';
 import {CallTraceView, useCallFlattenedTraceTree} from './CallTraceView';
 import {PaginationControls} from './PaginationControls';
 
-// Remove this to "release" annotations
-const SHOW_ANNOTATIONS = false;
-
 export const CallPage: FC<{
   entity: string;
   project: string;
@@ -304,20 +301,18 @@ const CallPageInnerVertical: FC<{
               active={showTraceTree ?? false}
               onClick={onToggleTraceTree}
             />
-            {SHOW_ANNOTATIONS && (
-              <Button
-                icon="marker"
-                tooltip={`${showFeedbackExpand ? 'Hide' : 'Show'} feedback`}
-                variant="ghost"
-                active={showFeedbackExpand ?? false}
-                onClick={onToggleFeedbackExpand}
-                className="ml-4"
-              />
-            )}
+            <Button
+              icon="marker"
+              tooltip={`${showFeedbackExpand ? 'Hide' : 'Show'} feedback`}
+              variant="ghost"
+              active={showFeedbackExpand ?? false}
+              onClick={onToggleFeedbackExpand}
+              className="ml-4"
+            />
           </Box>
         </Box>
       }
-      isRightSidebarOpen={showFeedbackExpand && SHOW_ANNOTATIONS}
+      isRightSidebarOpen={showFeedbackExpand}
       rightSidebarContent={
         <Tailwind style={{display: 'contents'}}>
           <div className="flex h-full flex-col">

From 7cd2e8b1fd4c76c4416b65b64797c0e4abfa2aa8 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Mon, 25 Nov 2024 18:38:24 -0800
Subject: [PATCH 14/82] chore(ui): call tree costs fix (#3087)

---
 .../Home/Browse3/pages/CallPage/CallTraceView.tsx        | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
index cfd403ea0f3..1bda948fe47 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallTraceView.tsx
@@ -417,14 +417,11 @@ export const useCallFlattenedTraceTree = (
   );
 
   const costResult = useMemo(() => {
-    return costs.result ?? [];
-  }, [costs.result]);
+    return addCostsToCallResults(traceCallsResult, costs.result ?? []);
+  }, [costs.result, traceCallsResult]);
 
   const traceCallMap = useMemo(() => {
-    const result =
-      costResult.length > 0
-        ? addCostsToCallResults(traceCallsResult, costResult)
-        : traceCallsResult;
+    const result = costResult.length > 0 ? costResult : traceCallsResult;
     return _.keyBy(result, 'callId');
   }, [costResult, traceCallsResult]);
 

From 33a90eb8d0f4a117972971563d45295b85d89880 Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Mon, 25 Nov 2024 21:44:56 -0500
Subject: [PATCH 15/82] fix(weave): Fix issue where getting an attribute of a
 pydantic object would infinitely recurse (#3078)

---
 pyproject.toml                        | 2 +-
 weave/trace/vals.py                   | 6 ++++++
 weave/trace_server/interface/query.py | 5 +----
 3 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d292166dd59..9073bf53c7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,7 @@ classifiers = [
 requires-python = ">=3.9"
 dynamic = ["version"]
 dependencies = [
-  "pydantic>=2.0.0,<2.10.0", # Pinning to resolve issues caused in 2.10.0 release
+  "pydantic>=2.0.0",
   "wandb>=0.17.1",
   "packaging>=21.0",         # For version parsing in integrations
   "tenacity>=8.3.0,!=8.4.0", # Excluding 8.4.0 because it had a bug on import of AsyncRetrying
diff --git a/weave/trace/vals.py b/weave/trace/vals.py
index d49eaf3e4fb..02312d6def1 100644
--- a/weave/trace/vals.py
+++ b/weave/trace/vals.py
@@ -127,6 +127,12 @@ def save(self) -> ObjectRef:
 
 def pydantic_getattribute(self: BaseModel, name: str) -> Any:
     attribute = object.__getattribute__(self, name)
+
+    # Starting in pydantic 2.10.0, this handling is needed otherwise getattribute will
+    # infinitely recurse.
+    if name.startswith("__") and name.endswith("__"):
+        return attribute
+
     if name not in object.__getattribute__(self, "model_fields"):
         return attribute
     if name == "ref":
diff --git a/weave/trace_server/interface/query.py b/weave/trace_server/interface/query.py
index 9e89d6b2ce9..477f8025549 100644
--- a/weave/trace_server/interface/query.py
+++ b/weave/trace_server/interface/query.py
@@ -141,10 +141,7 @@ class ContainsSpec(BaseModel):
     InOperation,
     ContainsOperation,
 ]
-Operand = typing.Union[
-    LiteralOperation, GetFieldOperator, ConvertOperation, "Operation"
-]
-
+Operand = typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, Operation]
 
 # Update the models to include the recursive types
 LiteralOperation.model_rebuild()

From b89825e74bd7ecc783b7f21d85d9b1b18792250c Mon Sep 17 00:00:00 2001
From: Soumik Rakshit <19soumik.rakshit96@gmail.com>
Date: Tue, 26 Nov 2024 08:17:10 +0530
Subject: [PATCH 16/82] feat(weave): Implement VertexAI integration (#2743)

* add: vertexai autopatch integration

* fix: lint

* add: vertexai_on_finish for handing token count, pricing, and execution time

* add: tests for vertexai integration

* fix: lint

* add: patch for ImageGenerationModel.generate_images

* update: tests

* update: cassettes

* fix: lint

* add: cassettes for async cases

* update: tests

* update: docs

* fix: lint

* add: dictify support

* update: tests

* add: skips to vertexai tests
---
 .github/workflows/test.yaml                   |   1 +
 .../docs/guides/integrations/google-gemini.md |  25 ++--
 noxfile.py                                    |   1 +
 pyproject.toml                                |   1 +
 tests/integrations/vertexai/vertexai_test.py  | 125 +++++++++++++++++
 weave/integrations/vertexai/__init__.py       |   0
 weave/integrations/vertexai/vertexai_sdk.py   | 128 ++++++++++++++++++
 weave/trace/autopatch.py                      |   4 +
 8 files changed, 276 insertions(+), 9 deletions(-)
 create mode 100644 tests/integrations/vertexai/vertexai_test.py
 create mode 100644 weave/integrations/vertexai/__init__.py
 create mode 100644 weave/integrations/vertexai/vertexai_sdk.py

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 0605b0534df..295b6ef8922 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -240,6 +240,7 @@ jobs:
             'mistral1',
             'notdiamond',
             'openai',
+            'vertexai',
             'scorers_tests',
             'pandas-test',
           ]
diff --git a/docs/docs/guides/integrations/google-gemini.md b/docs/docs/guides/integrations/google-gemini.md
index 351fb1247e7..6afc2790b3d 100644
--- a/docs/docs/guides/integrations/google-gemini.md
+++ b/docs/docs/guides/integrations/google-gemini.md
@@ -16,13 +16,28 @@ import os
 import google.generativeai as genai
 import weave
 
-weave.init(project_name="google_ai_studio-test")
+weave.init(project_name="google-ai-studio-test")
 
 genai.configure(api_key=os.environ["GOOGLE_API_KEY"])
 model = genai.GenerativeModel("gemini-1.5-flash")
 response = model.generate_content("Write a story about an AI and magic")
 ```
 
+Weave will also automatically capture traces for [Vertex APIs](https://cloud.google.com/vertexai/docs). To start tracking, calling `weave.init(project_name="<YOUR-WANDB-PROJECT-NAME>")` and use the library as normal.
+
+```python
+import vertexai
+import weave
+from vertexai.generative_models import GenerativeModel
+
+weave.init(project_name="vertex-ai-test")
+vertexai.init(project="<YOUR-VERTEXAIPROJECT-NAME>", location="<YOUR-VERTEXAI-PROJECT-LOCATION>")
+model = GenerativeModel("gemini-1.5-flash-002")
+response = model.generate_content(
+    "What's a good name for a flower shop specialising in selling dried flower bouquets?"
+)
+```
+
 ## Track your own ops
 
 Wrapping a function with `@weave.op` starts capturing inputs, outputs and app logic so you can debug how data flows through your app. You can deeply nest ops and build a tree of functions that you want to track. This also starts automatically versioning code as you experiment to capture ad-hoc details that haven't been committed to git.
@@ -97,11 +112,3 @@ Given a weave reference to any `weave.Model` object, you can spin up a fastapi s
 ```shell
 weave serve weave:///your_entity/project-name/YourModel:<hash>
 ```
-
-## Vertex API
-
-Full Weave support for the `Vertex AI SDK` python package is currently in development, however there is a way you can integrate Weave with the Vertex API. 
-
-Vertex API supports OpenAI SDK compatibility ([docs](https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/call-gemini-using-openai-library)), and if this is a way you build your application, Weave will automatically track your LLM calls via our [OpenAI](/guides/integrations/openai) SDK integration.
-
-\* Please note that some features may not fully work as Vertex API doesn't implement the full OpenAI SDK capabilities.
diff --git a/noxfile.py b/noxfile.py
index ef12e4d00ed..dff1305f21f 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -47,6 +47,7 @@ def lint(session):
         "mistral1",
         "notdiamond",
         "openai",
+        "vertexai",
         "scorers_tests",
         "pandas-test",
     ],
diff --git a/pyproject.toml b/pyproject.toml
index 9073bf53c7a..99c534303b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,6 +80,7 @@ notdiamond = ["notdiamond>=0.3.21", "litellm<=1.49.1"]
 openai = ["openai>=1.0.0"]
 pandas-test = ["pandas>=2.2.3"]
 modal = ["modal", "python-dotenv"]
+vertexai = ["vertexai>=1.70.0"]
 test = [
   "nox",
   "pytest>=8.2.0",
diff --git a/tests/integrations/vertexai/vertexai_test.py b/tests/integrations/vertexai/vertexai_test.py
new file mode 100644
index 00000000000..4af39e62e32
--- /dev/null
+++ b/tests/integrations/vertexai/vertexai_test.py
@@ -0,0 +1,125 @@
+import pytest
+
+from weave.integrations.integration_utilities import op_name_from_ref
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.skip_clickhouse_client
+def test_content_generation(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+    model.generate_content("What is the capital of France?")
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
+    assert output["candidates"][0]["finish_reason"] == "STOP"
+    assert "gemini-1.5-flash" in output["model_version"]
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.skip_clickhouse_client
+def test_content_generation_stream(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+    response = model.generate_content("What is the capital of France?", stream=True)
+    chunks = [chunk.text for chunk in response]
+    assert len(chunks) > 1
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.asyncio
+@pytest.mark.skip_clickhouse_client
+async def test_content_generation_async(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+    await model.generate_content_async("What is the capital of France?")
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content_async"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
+    assert output["candidates"][0]["finish_reason"] == "STOP"
+    assert "gemini-1.5-flash" in output["model_version"]
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.asyncio
+@pytest.mark.skip_clickhouse_client
+async def test_content_generation_async_stream(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+
+    async def get_response():
+        chunks = []
+        async for chunk in await model.generate_content_async(
+            "What is the capital of France?", stream=True
+        ):
+            if chunk.text:
+                chunks.append(chunk.text)
+        return chunks
+
+    await get_response()
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content_async"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
diff --git a/weave/integrations/vertexai/__init__.py b/weave/integrations/vertexai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/weave/integrations/vertexai/vertexai_sdk.py b/weave/integrations/vertexai/vertexai_sdk.py
new file mode 100644
index 00000000000..348c9760ac4
--- /dev/null
+++ b/weave/integrations/vertexai/vertexai_sdk.py
@@ -0,0 +1,128 @@
+import importlib
+from functools import wraps
+from typing import TYPE_CHECKING, Any, Callable, Optional
+
+import weave
+from weave.trace.op_extensions.accumulator import add_accumulator
+from weave.trace.patcher import MultiPatcher, SymbolPatcher
+from weave.trace.weave_client import Call
+
+if TYPE_CHECKING:
+    from vertexai.generative_models import GenerationResponse
+
+
+def vertexai_accumulator(
+    acc: Optional["GenerationResponse"], value: "GenerationResponse"
+) -> "GenerationResponse":
+    from google.cloud.aiplatform_v1beta1.types import content as gapic_content_types
+    from google.cloud.aiplatform_v1beta1.types import (
+        prediction_service as gapic_prediction_service_types,
+    )
+    from vertexai.generative_models import GenerationResponse
+
+    if acc is None:
+        return value
+
+    candidates = []
+    for i, value_candidate in enumerate(value.candidates):
+        accumulated_texts = []
+        for j, value_part in enumerate(value_candidate.content.parts):
+            accumulated_text = acc.candidates[i].content.parts[j].text + value_part.text
+            accumulated_texts.append(accumulated_text)
+        parts = [gapic_content_types.Part(text=text) for text in accumulated_texts]
+        content = gapic_content_types.Content(
+            role=value_candidate.content.role, parts=parts
+        )
+        candidate = gapic_content_types.Candidate(content=content)
+        candidates.append(candidate)
+    accumulated_response = gapic_prediction_service_types.GenerateContentResponse(
+        candidates=candidates
+    )
+    acc = GenerationResponse._from_gapic(accumulated_response)
+
+    acc.usage_metadata.prompt_token_count += value.usage_metadata.prompt_token_count
+    acc.usage_metadata.candidates_token_count += (
+        value.usage_metadata.candidates_token_count
+    )
+    acc.usage_metadata.total_token_count += value.usage_metadata.total_token_count
+    return acc
+
+
+def vertexai_on_finish(
+    call: Call, output: Any, exception: Optional[BaseException]
+) -> None:
+    original_model_name = call.inputs["self"]._model_name
+    model_name = original_model_name.split("/")[-1]
+    usage = {model_name: {"requests": 1}}
+    summary_update = {"usage": usage}
+    if output:
+        usage[model_name].update(
+            {
+                "prompt_tokens": output.usage_metadata.prompt_token_count,
+                "completion_tokens": output.usage_metadata.candidates_token_count,
+                "total_tokens": output.usage_metadata.total_token_count,
+            }
+        )
+    if call.summary is not None:
+        call.summary.update(summary_update)
+
+
+def vertexai_wrapper_sync(name: str) -> Callable[[Callable], Callable]:
+    def wrapper(fn: Callable) -> Callable:
+        op = weave.op()(fn)
+        op.name = name  # type: ignore
+        op._set_on_finish_handler(vertexai_on_finish)
+        return add_accumulator(
+            op,  # type: ignore
+            make_accumulator=lambda inputs: vertexai_accumulator,
+            should_accumulate=lambda inputs: isinstance(inputs, dict)
+            and bool(inputs.get("stream")),
+        )
+
+    return wrapper
+
+
+def vertexai_wrapper_async(name: str) -> Callable[[Callable], Callable]:
+    def wrapper(fn: Callable) -> Callable:
+        def _fn_wrapper(fn: Callable) -> Callable:
+            @wraps(fn)
+            async def _async_wrapper(*args: Any, **kwargs: Any) -> Any:
+                return await fn(*args, **kwargs)
+
+            return _async_wrapper
+
+        "We need to do this so we can check if `stream` is used"
+        op = weave.op()(_fn_wrapper(fn))
+        op.name = name  # type: ignore
+        op._set_on_finish_handler(vertexai_on_finish)
+        return add_accumulator(
+            op,  # type: ignore
+            make_accumulator=lambda inputs: vertexai_accumulator,
+            should_accumulate=lambda inputs: isinstance(inputs, dict)
+            and bool(inputs.get("stream")),
+        )
+
+    return wrapper
+
+
+vertexai_patcher = MultiPatcher(
+    [
+        SymbolPatcher(
+            lambda: importlib.import_module("vertexai.generative_models"),
+            "GenerativeModel.generate_content",
+            vertexai_wrapper_sync(name="vertexai.GenerativeModel.generate_content"),
+        ),
+        SymbolPatcher(
+            lambda: importlib.import_module("vertexai.generative_models"),
+            "GenerativeModel.generate_content_async",
+            vertexai_wrapper_async(
+                name="vertexai.GenerativeModel.generate_content_async"
+            ),
+        ),
+        SymbolPatcher(
+            lambda: importlib.import_module("vertexai.preview.vision_models"),
+            "ImageGenerationModel.generate_images",
+            vertexai_wrapper_sync(name="vertexai.ImageGenerationModel.generate_images"),
+        ),
+    ]
+)
diff --git a/weave/trace/autopatch.py b/weave/trace/autopatch.py
index de37d951032..3a5dca14556 100644
--- a/weave/trace/autopatch.py
+++ b/weave/trace/autopatch.py
@@ -21,6 +21,7 @@ def autopatch() -> None:
     from weave.integrations.mistral import mistral_patcher
     from weave.integrations.notdiamond.tracing import notdiamond_patcher
     from weave.integrations.openai.openai_sdk import openai_patcher
+    from weave.integrations.vertexai.vertexai_sdk import vertexai_patcher
 
     openai_patcher.attempt_patch()
     mistral_patcher.attempt_patch()
@@ -35,6 +36,7 @@ def autopatch() -> None:
     cohere_patcher.attempt_patch()
     google_genai_patcher.attempt_patch()
     notdiamond_patcher.attempt_patch()
+    vertexai_patcher.attempt_patch()
 
 
 def reset_autopatch() -> None:
@@ -53,6 +55,7 @@ def reset_autopatch() -> None:
     from weave.integrations.mistral import mistral_patcher
     from weave.integrations.notdiamond.tracing import notdiamond_patcher
     from weave.integrations.openai.openai_sdk import openai_patcher
+    from weave.integrations.vertexai.vertexai_sdk import vertexai_patcher
 
     openai_patcher.undo_patch()
     mistral_patcher.undo_patch()
@@ -67,3 +70,4 @@ def reset_autopatch() -> None:
     cohere_patcher.undo_patch()
     google_genai_patcher.undo_patch()
     notdiamond_patcher.undo_patch()
+    vertexai_patcher.undo_patch()

From 92a60bb3337211d081556257539fdca27bfe94ab Mon Sep 17 00:00:00 2001
From: Soumik Rakshit <19soumik.rakshit96@gmail.com>
Date: Tue, 26 Nov 2024 08:53:00 +0530
Subject: [PATCH 17/82] feat(weave): Patch `send_message` in Google GenAI SDK
 (#2746)

* add: patching for google.generativeai.ChatSession.send_message

* update: tests

* add: patching for send_message_async

* add: test_send_message_async

* add: valuerror

* fix: gemini stream

* fix: bug in gemini_on_finish

* add: comments in tests

* update: tests

* remove: unnecessary files

* fix: bug in gemini_on_finish

* update: tests

* update: tests

* remove: test.py

* fix: lint

* fix: lint

* add: skips for google ai studio tests
---
 .../google_ai_studio/google_ai_studio_test.py | 159 +++++++++++++++++-
 .../google_ai_studio/google_ai_studio_sdk.py  |  49 +++++-
 2 files changed, 201 insertions(+), 7 deletions(-)

diff --git a/tests/integrations/google_ai_studio/google_ai_studio_test.py b/tests/integrations/google_ai_studio/google_ai_studio_test.py
index d6e21736e77..865d8a7550e 100644
--- a/tests/integrations/google_ai_studio/google_ai_studio_test.py
+++ b/tests/integrations/google_ai_studio/google_ai_studio_test.py
@@ -1,10 +1,16 @@
 import os
 
 import pytest
+from pydantic import BaseModel
 
 from weave.integrations.integration_utilities import op_name_from_ref
 
 
+class Recipe(BaseModel):
+    recipe_name: str
+    ingredients: list[str]
+
+
 # NOTE: These asserts are slightly more relaxed than other integrations because we can't yet save
 # the output with vcrpy.  When VCR.py supports GRPC, we should add recordings for these tests!
 # NOTE: We have retries because these tests are not deterministic (they use the live Gemini APIs),
@@ -47,6 +53,31 @@ def assert_correct_summary(summary: dict, trace_name: str):
     assert summary["weave"]["latency_ms"] > 0
 
 
+def is_part_presence_in_content_parts(parts: list[dict], part_type: str) -> bool:
+    for part in parts:
+        if part_type in part:
+            return True
+    return False
+
+
+def assert_code_execution(output: dict):
+    assert is_part_presence_in_content_parts(
+        output["candidates"][0]["content"]["parts"], "text"
+    )
+    assert is_part_presence_in_content_parts(
+        output["candidates"][0]["content"]["parts"], "executable_code"
+    )
+    assert is_part_presence_in_content_parts(
+        output["candidates"][0]["content"]["parts"], "code_execution_result"
+    )
+    assert output["candidates"][0]["content"]["role"] == "model"
+    assert isinstance(output["usage_metadata"], dict)
+    assert isinstance(output["usage_metadata"]["prompt_token_count"], int)
+    assert isinstance(output["usage_metadata"]["candidates_token_count"], int)
+    assert isinstance(output["usage_metadata"]["total_token_count"], int)
+    assert isinstance(output["usage_metadata"]["cached_content_token_count"], int)
+
+
 @pytest.mark.skip(
     reason="This test depends on a non-deterministic external service provider"
 )
@@ -57,7 +88,7 @@ def test_content_generation(client):
 
     genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
     model = genai.GenerativeModel("gemini-1.5-flash")
-    model.generate_content("Explain how AI works in simple terms")
+    model.generate_content("What is the capital of France?")
 
     calls = list(client.calls())
     assert len(calls) == 1
@@ -82,9 +113,7 @@ def test_content_generation_stream(client):
 
     genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
     model = genai.GenerativeModel("gemini-1.5-flash")
-    response = model.generate_content(
-        "Explain how AI works in simple terms", stream=True
-    )
+    response = model.generate_content("What is the capital of France?", stream=True)
     chunks = [chunk.text for chunk in response]
     assert len(chunks) > 1
 
@@ -113,7 +142,7 @@ async def test_content_generation_async(client):
     genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
     model = genai.GenerativeModel("gemini-1.5-flash")
 
-    _ = await model.generate_content_async("Explain how AI works in simple terms")
+    _ = await model.generate_content_async("What is the capital of France?")
 
     calls = list(client.calls())
     assert len(calls) == 1
@@ -125,3 +154,123 @@ async def test_content_generation_async(client):
     assert call.output is not None
     assert_correct_output_shape(call.output)
     assert_correct_summary(call.summary, trace_name)
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.skip_clickhouse_client
+def test_send_message(client):
+    import google.generativeai as genai
+
+    genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
+    model = genai.GenerativeModel(model_name="gemini-1.5-pro", tools="code_execution")
+    chat = model.start_chat()
+    chat.send_message(
+        "What is the sum of the first 50 prime numbers? "
+        "Generate and run code for the calculation, and make sure you get all 50."
+    )
+
+    calls = list(client.calls())
+    # `send_message` is using `GenerativeModel.generate_content under the hood
+    # which we're already patching. Hence, we have 2 calls here.
+    assert len(calls) == 2
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.ChatSession.send_message"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
+
+    call = calls[1]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.GenerativeModel.generate_content"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.skip_clickhouse_client
+def test_send_message_stream(client):
+    import google.generativeai as genai
+
+    genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
+    model = genai.GenerativeModel(model_name="gemini-1.5-pro", tools="code_execution")
+    chat = model.start_chat()
+    response = chat.send_message(
+        (
+            "What is the sum of the first 50 prime numbers? "
+            "Generate and run code for the calculation, and make sure you get all 50."
+        ),
+        stream=True,
+    )
+    chunks = [r.text for r in response]
+    assert len(chunks) > 1
+
+    calls = list(client.calls())
+    # `send_message` is using `GenerativeModel.generate_content under the hood
+    # which we're already patching. Hence, we have 2 calls here.
+    assert len(calls) == 2
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.ChatSession.send_message"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
+
+    call = calls[1]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.GenerativeModel.generate_content"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.asyncio
+@pytest.mark.skip_clickhouse_client
+async def test_send_message_async(client):
+    import google.generativeai as genai
+
+    genai.configure(api_key=os.getenv("GOOGLE_GENAI_KEY"))
+    model = genai.GenerativeModel(model_name="gemini-1.5-pro", tools="code_execution")
+    chat = model.start_chat()
+    await chat.send_message_async(
+        "What is the sum of the first 50 prime numbers? "
+        "Generate and run code for the calculation, and make sure you get all 50."
+    )
+
+    calls = list(client.calls())
+    # `send_message` is using `GenerativeModel.generate_content under the hood
+    # which we're already patching. Hence, we have 2 calls here.
+    assert len(calls) == 2
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.ChatSession.send_message"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
+
+    call = calls[1]
+    assert call.started_at < call.ended_at
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "google.generativeai.GenerativeModel.generate_content"
+    assert call.output is not None
+    output = call.output
+    assert_code_execution(output)
diff --git a/weave/integrations/google_ai_studio/google_ai_studio_sdk.py b/weave/integrations/google_ai_studio/google_ai_studio_sdk.py
index fdb4ef4250a..2cd8a2fe137 100644
--- a/weave/integrations/google_ai_studio/google_ai_studio_sdk.py
+++ b/weave/integrations/google_ai_studio/google_ai_studio_sdk.py
@@ -26,7 +26,35 @@ def gemini_accumulator(
 
     for i, value_candidate in enumerate(value.candidates):
         for j, value_part in enumerate(value_candidate.content.parts):
-            acc.candidates[i].content.parts[j].text += value_part.text
+            if len(value_part.text) > 0:
+                acc.candidates[i].content.parts[j].text += value_part.text
+            elif len(value_part.executable_code.code) > 0:
+                if len(acc.candidates[i].content.parts[j].executable_code.code) == 0:
+                    acc.candidates[i].content.parts.append(value_part)
+                else:
+                    acc.candidates[i].content.parts[
+                        j
+                    ].executable_code.code += value_part.executable_code.code
+                    acc.candidates[i].content.parts[
+                        j
+                    ].executable_code.language = value_part.executable_code.language
+            elif len(value_part.code_execution_result.output) > 0:
+                if (
+                    len(acc.candidates[i].content.parts[j].code_execution_result.output)
+                    == 0
+                ):
+                    acc.candidates[i].content.parts.append(value_part)
+                else:
+                    acc.candidates[i].content.parts[
+                        j
+                    ].code_execution_result.output += (
+                        value_part.code_execution_result.output
+                    )
+                    acc.candidates[i].content.parts[
+                        j
+                    ].code_execution_result.status = (
+                        value_part.code_execution_result.status
+                    )
 
     acc.usage_metadata.prompt_token_count += value.usage_metadata.prompt_token_count
     acc.usage_metadata.candidates_token_count += (
@@ -39,7 +67,12 @@ def gemini_accumulator(
 def gemini_on_finish(
     call: Call, output: Any, exception: Optional[BaseException]
 ) -> None:
-    original_model_name = call.inputs["self"]["model_name"]
+    if "model_name" in call.inputs["self"]:
+        original_model_name = call.inputs["self"]["model_name"]
+    elif "model" in call.inputs["self"]:
+        original_model_name = call.inputs["self"]["model"]["model_name"]
+    else:
+        raise ValueError("Unknown model type")
     model_name = original_model_name.split("/")[-1]
     usage = {model_name: {"requests": 1}}
     summary_update = {"usage": usage}
@@ -110,5 +143,17 @@ async def _async_wrapper(*args: Any, **kwargs: Any) -> Any:
                 name="google.generativeai.GenerativeModel.generate_content_async"
             ),
         ),
+        SymbolPatcher(
+            lambda: importlib.import_module("google.generativeai.generative_models"),
+            "ChatSession.send_message",
+            gemini_wrapper_sync(name="google.generativeai.ChatSession.send_message"),
+        ),
+        SymbolPatcher(
+            lambda: importlib.import_module("google.generativeai.generative_models"),
+            "ChatSession.send_message_async",
+            gemini_wrapper_async(
+                name="google.generativeai.ChatSession.send_message_async"
+            ),
+        ),
     ]
 )

From 65af717d2682197e3de9085187f8df13762520f6 Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 26 Nov 2024 01:00:12 -0500
Subject: [PATCH 18/82] fix(weave): Temporarily hide weave server and deploy UI
 hints #3057

---
 .../PagePanelComponents/Home/Browse3/pages/TabUseModel.tsx   | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/TabUseModel.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/TabUseModel.tsx
index 234e9ffe6f1..66be4d77390 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/TabUseModel.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/TabUseModel.tsx
@@ -41,7 +41,8 @@ export const TabUseModel = ({name, uri, projectName}: TabUseModelProps) => {
           tooltipText="Click to copy unabridged string"
         />
       </Box>
-      {isParentObject && (
+      {/* Temporarily commenting this out until the serve and deploy features are fixed */}
+      {/* {isParentObject && (
         <>
           <Box mt={2}>
             To <DocLink path="guides/tools/serve" text="serve this model" />{' '}
@@ -64,7 +65,7 @@ export const TabUseModel = ({name, uri, projectName}: TabUseModelProps) => {
             />
           </Box>
         </>
-      )}
+      )} */}
     </Box>
   );
 };

From 7cadf0cc65a51091cbf1e378fbb0bbbe49a97608 Mon Sep 17 00:00:00 2001
From: thanos-wandb <108423944+thanos-wandb@users.noreply.github.com>
Date: Tue, 26 Nov 2024 10:17:50 +0000
Subject: [PATCH 19/82] fix(weave): netrc entry handling in Weave JS SDK login
 method (#3069)

* Update clientApi.ts

* fix failing test in login.test.ts
---
 sdks/node/src/__tests__/login.test.ts |  2 +-
 sdks/node/src/clientApi.ts            | 12 +++++++++---
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/sdks/node/src/__tests__/login.test.ts b/sdks/node/src/__tests__/login.test.ts
index 7384c31115c..200f8dabf54 100644
--- a/sdks/node/src/__tests__/login.test.ts
+++ b/sdks/node/src/__tests__/login.test.ts
@@ -43,7 +43,7 @@ describe('login', () => {
     });
     expect(mockSave).toHaveBeenCalled();
     expect(console.log).toHaveBeenCalledWith(
-      'Successfully logged in.  Credentials saved for api.wandb.ai'
+      'Successfully logged in. Credentials saved for api.wandb.ai'
     );
   });
 
diff --git a/sdks/node/src/clientApi.ts b/sdks/node/src/clientApi.ts
index cdd40c81a2f..819d7f5e5b8 100644
--- a/sdks/node/src/clientApi.ts
+++ b/sdks/node/src/clientApi.ts
@@ -24,6 +24,9 @@ export async function login(apiKey: string, host?: string) {
     console.warn('No host provided, using default host:', defaultHost);
     host = defaultHost;
   }
+  if (!apiKey) {
+    throw new Error('API key is required for login. Please provide a valid API key.');
+  }
   const {traceBaseUrl} = getUrls(host);
 
   // Test the connection to the traceServerApi
@@ -45,9 +48,12 @@ export async function login(apiKey: string, host?: string) {
   }
 
   const netrc = new Netrc();
-  netrc.setEntry({machine: host, login: 'user', password: apiKey});
-  netrc.save();
-  console.log(`Successfully logged in.  Credentials saved for ${host}`);
+  // Only save to netrc if host and a non-empty apiKey are provided
+  if (host && apiKey.trim()) {
+    netrc.setEntry({machine: host, login: 'user', password: apiKey});
+    netrc.save();
+    console.log(`Successfully logged in. Credentials saved for ${host}`);
+  }
 }
 
 /**

From 1b06364473a65c4cc4015f13128f8c73a51a5aee Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Tue, 26 Nov 2024 09:33:12 -0800
Subject: [PATCH 20/82] chore(ui): dont sortby in the costs query (#3089)

---
 .../Home/Browse3/pages/CallsPage/callsTableQuery.ts             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
index 90e8e35cfe6..980453a9069 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableQuery.ts
@@ -103,7 +103,7 @@ export const useCallsForQuery = (
     costFilter,
     effectiveLimit,
     undefined,
-    sortBy,
+    undefined,
     undefined,
     costCols,
     expandedColumns,

From e934da2bbe9a2bea50a3514e42c601d2925f856d Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Tue, 26 Nov 2024 09:33:20 -0800
Subject: [PATCH 21/82] hide litellm from error messages (#3067)

---
 weave/trace_server/llm_completion.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/weave/trace_server/llm_completion.py b/weave/trace_server/llm_completion.py
index 86f3522589a..ecb02011cd2 100644
--- a/weave/trace_server/llm_completion.py
+++ b/weave/trace_server/llm_completion.py
@@ -14,4 +14,6 @@ def lite_llm_completion(
         )
         return tsi.CompletionsCreateRes(response=res.model_dump())
     except Exception as e:
-        return tsi.CompletionsCreateRes(response={"error": str(e)})
+        error_message = str(e)
+        error_message = error_message.replace("litellm.", "")
+        return tsi.CompletionsCreateRes(response={"error": error_message})

From 17022beadee9b6f68cfb81cff74507cd1e74eac8 Mon Sep 17 00:00:00 2001
From: Joe Crawley <joe.crawley@wandb.com>
Date: Tue, 26 Nov 2024 09:56:01 -0800
Subject: [PATCH 22/82] chore(app): adding new textfield state (#3062)

---
 weave-js/src/components/Form/TextField.tsx | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/weave-js/src/components/Form/TextField.tsx b/weave-js/src/components/Form/TextField.tsx
index b3d8f952ff5..c40f697ac85 100644
--- a/weave-js/src/components/Form/TextField.tsx
+++ b/weave-js/src/components/Form/TextField.tsx
@@ -36,10 +36,12 @@ type TextFieldProps = {
   autoComplete?: string;
   dataTest?: string;
   step?: number;
+  variant?: 'default' | 'ghost';
 };
 
 export const TextField = ({
   size,
+  variant = 'default',
   placeholder,
   value,
   onChange,
@@ -86,13 +88,17 @@ export const TextField = ({
           textFieldSize === 'medium' ? 'h-32' : 'h-40',
           'bg-white dark:bg-moon-900',
           'text-moon-800 dark:text-moon-200',
-          'outline outline-1 outline-moon-250 dark:outline-moon-700',
+          variant === 'default' &&
+            'outline outline-1 outline-moon-250 dark:outline-moon-700',
+          variant === 'ghost' &&
+            'outline outline-1 outline-transparent dark:outline-transparent',
           {
             'hover:outline-2 [&:hover:not(:focus-within)]:outline-[#83E4EB] dark:[&:hover:not(:focus-within)]:outline-teal-650':
-              !errorState,
+              !errorState && variant === 'default',
             'focus-within:outline-2 focus-within:outline-teal-400 dark:focus-within:outline-teal-600':
-              !errorState,
-            'outline-2 outline-red-450 dark:outline-red-550': errorState,
+              !errorState && variant === 'default',
+            'outline-2 outline-red-450 dark:outline-red-550':
+              errorState && variant === 'default',
             'pointer-events-none opacity-50': disabled,
           }
         )}>

From 55b6eda8a4f307e9e134cb4744f6cb79ce443644 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Tue, 26 Nov 2024 12:42:58 -0600
Subject: [PATCH 23/82] fix(ui): improved comparison performance and object
 handling (#3088)

---
 .../Home/Browse3/compare/CodeDiff.tsx         | 39 +++++-----
 .../Home/Browse3/compare/CodeView.tsx         | 78 +++++++++++++++++++
 .../Home/Browse3/compare/CompareGrid.tsx      | 27 +++++--
 .../Home/Browse3/compare/CompareGridCell.tsx  | 11 ---
 .../Browse3/compare/CompareGridCellValue.tsx  | 22 +++++-
 .../compare/CompareGridCellValueCode.tsx      |  6 +-
 .../Home/Browse3/compare/CompareGridPill.tsx  | 27 +++++++
 7 files changed, 165 insertions(+), 45 deletions(-)
 create mode 100644 weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeView.tsx

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeDiff.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeDiff.tsx
index f3de0cade8f..1aaa1f29360 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeDiff.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeDiff.tsx
@@ -9,31 +9,21 @@ import React from 'react';
 import {sanitizeString} from '../../../../../util/sanitizeSecrets';
 import {Loading} from '../../../../Loading';
 import {useWFHooks} from '../pages/wfReactInterface/context';
-
-// Simple language detection based on file extension or content
-// TODO: Unify this utility method with Browse2OpDefCode.tsx
-const detectLanguage = (uri: string, code: string) => {
-  if (uri.endsWith('.py')) {
-    return 'python';
-  }
-  if (uri.endsWith('.js') || uri.endsWith('.ts')) {
-    return 'javascript';
-  }
-  if (code.includes('def ') || code.includes('import ')) {
-    return 'python';
-  }
-  if (code.includes('function ') || code.includes('const ')) {
-    return 'javascript';
-  }
-  return 'plaintext';
-};
+import {detectLanguage} from './CodeView';
 
 type CodeDiffProps = {
   oldValueRef: string;
   newValueRef: string;
+  maxLines?: number;
 };
 
-export const CodeDiff = ({oldValueRef, newValueRef}: CodeDiffProps) => {
+const DEFAULT_MAX_LINES = 20;
+
+export const CodeDiff = ({
+  oldValueRef,
+  newValueRef,
+  maxLines,
+}: CodeDiffProps) => {
   const {
     derived: {useCodeForOpRef},
   } = useWFHooks();
@@ -65,6 +55,10 @@ export const CodeDiff = ({oldValueRef, newValueRef}: CodeDiffProps) => {
           readOnly: true,
           minimap: {enabled: false},
           scrollBeyondLastLine: false,
+          scrollbar: {
+            handleMouseWheel: true, // Make horizontal scrolling with wheel work
+            alwaysConsumeMouseWheel: false, // Don't capture page scroll
+          },
           padding: {top: 10, bottom: 10},
           renderSideBySide: false,
         }}
@@ -79,14 +73,17 @@ export const CodeDiff = ({oldValueRef, newValueRef}: CodeDiffProps) => {
           readOnly: true,
           minimap: {enabled: false},
           scrollBeyondLastLine: false,
+          scrollbar: {
+            handleMouseWheel: true, // Make horizontal scrolling with wheel work
+            alwaysConsumeMouseWheel: false, // Don't capture page scroll
+          },
           padding: {top: 10, bottom: 10},
         }}
       />
     );
 
-  const maxRowsInView = 20;
   const totalLines = sanitizedNew.split('\n').length ?? 0;
-  const showLines = Math.min(totalLines, maxRowsInView);
+  const showLines = Math.min(totalLines, maxLines ?? DEFAULT_MAX_LINES);
   const lineHeight = 18;
   const padding = 20;
   const height = showLines * lineHeight + padding + 'px';
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeView.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeView.tsx
new file mode 100644
index 00000000000..eb74c118eb2
--- /dev/null
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CodeView.tsx
@@ -0,0 +1,78 @@
+/**
+ * Show code in the Monaco editor.
+ */
+
+import {Editor} from '@monaco-editor/react';
+import {Box} from '@mui/material';
+import React from 'react';
+
+import {sanitizeString} from '../../../../../util/sanitizeSecrets';
+import {Loading} from '../../../../Loading';
+import {useWFHooks} from '../pages/wfReactInterface/context';
+
+// Simple language detection based on file extension or content
+// TODO: Unify this utility method with Browse2OpDefCode.tsx
+export const detectLanguage = (uri: string, code: string) => {
+  if (uri.endsWith('.py')) {
+    return 'python';
+  }
+  if (uri.endsWith('.js') || uri.endsWith('.ts')) {
+    return 'javascript';
+  }
+  if (code.includes('def ') || code.includes('import ')) {
+    return 'python';
+  }
+  if (code.includes('function ') || code.includes('const ')) {
+    return 'javascript';
+  }
+  return 'plaintext';
+};
+
+type CodeViewProps = {
+  uri: string;
+  maxLines?: number;
+};
+
+const DEFAULT_MAX_LINES = 20;
+
+export const CodeView = ({uri, maxLines}: CodeViewProps) => {
+  const {
+    derived: {useCodeForOpRef},
+  } = useWFHooks();
+  const opContentsQuery = useCodeForOpRef(uri);
+  const text = opContentsQuery.result ?? '';
+  const {loading} = opContentsQuery;
+
+  if (loading) {
+    return <Loading centered size={25} />;
+  }
+
+  const sanitized = sanitizeString(text);
+  const language = detectLanguage(uri, sanitized);
+
+  const inner = (
+    <Editor
+      height="100%"
+      language={language}
+      loading={loading}
+      value={sanitized}
+      options={{
+        readOnly: true,
+        minimap: {enabled: false},
+        scrollBeyondLastLine: false,
+        scrollbar: {
+          handleMouseWheel: true, // Make horizontal scrolling with wheel work
+          alwaysConsumeMouseWheel: false, // Don't capture page scroll
+        },
+        padding: {top: 10, bottom: 10},
+      }}
+    />
+  );
+
+  const totalLines = sanitized.split('\n').length ?? 0;
+  const showLines = Math.min(totalLines, maxLines ?? DEFAULT_MAX_LINES);
+  const lineHeight = 18;
+  const padding = 20;
+  const height = showLines * lineHeight + padding + 'px';
+  return <Box sx={{height}}>{inner}</Box>;
+};
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGrid.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGrid.tsx
index a9efcd2bf6d..321b2be507c 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGrid.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGrid.tsx
@@ -221,18 +221,33 @@ export const CompareGrid = ({
     });
   }, [apiRef, expandedIds, updateRowExpand]);
 
-  const getGroupIds = useCallback(() => {
+  const getAutoexpandedGroupIds = useCallback(() => {
     const rowIds = apiRef.current.getAllRowIds();
-    return rowIds.filter(rowId => {
+    const filtered = rowIds.filter(rowId => {
+      // Only consider group nodes
       const rowNode = apiRef.current.getRowNode(rowId);
-      return rowNode && rowNode.type === 'group';
+      const isGroup = rowNode && rowNode.type === 'group';
+      if (!isGroup) {
+        return false;
+      }
+
+      // To help mitigate page freezes with large objects, limit
+      // the depth we are willing to autoexpand.
+      if (rowNode.depth >= 3) {
+        return false;
+      }
+
+      // Don't autoexpand rows with no differences
+      const rowData = apiRef.current.getRow(rowId);
+      return rowData.changeType !== UNCHANGED;
     });
+    return filtered;
   }, [apiRef]);
 
-  // On first render expand groups
+  // On first render autoexpand some groups
   useEffect(() => {
-    setExpandedIds(getGroupIds());
-  }, [setExpandedIds, getGroupIds]);
+    setExpandedIds(getAutoexpandedGroupIds());
+  }, [setExpandedIds, getAutoexpandedGroupIds]);
 
   return (
     <StyledDataGrid
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCell.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCell.tsx
index 1a53882437f..527e2647d7f 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCell.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCell.tsx
@@ -11,7 +11,6 @@ import {ObjectPath} from '../pages/CallPage/traverse';
 import {CodeDiff} from './CodeDiff';
 import {CompareGridCellValue} from './CompareGridCellValue';
 import {CompareGridPill} from './CompareGridPill';
-import {RESOLVED_REF_KEY} from './refUtil';
 
 const ARROW = '→';
 
@@ -34,10 +33,6 @@ export const CompareGridCell = ({
   compareValueType,
   rowChangeType,
 }: CompareGridCellProps) => {
-  if (valueType === 'array') {
-    return null;
-  }
-
   // If all of the row values are the same we can just display the value
   if (rowChangeType === 'UNCHANGED' && _.isEqual(value, compareValue)) {
     return (
@@ -45,12 +40,6 @@ export const CompareGridCell = ({
     );
   }
 
-  if (valueType === 'object' && compareValueType === 'object') {
-    if (!(RESOLVED_REF_KEY in value) || !(RESOLVED_REF_KEY in compareValue)) {
-      return null;
-    }
-  }
-
   if (valueType === 'code' && compareValueType === 'code') {
     return <CodeDiff oldValueRef={compareValue} newValueRef={value} />;
   }
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
index 654f2437ff6..43d1683e210 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValue.tsx
@@ -4,6 +4,7 @@
  */
 import React from 'react';
 
+import {maybePluralizeWord} from '../../../../../core/util/string';
 import {parseRef} from '../../../../../react';
 import {UserLink} from '../../../../UserLink';
 import {SmallRef} from '../../Browse2/SmallRef';
@@ -49,11 +50,26 @@ export const CompareGridCellValue = ({
     if (RESOLVED_REF_KEY in value) {
       return <SmallRef objRef={parseRef(value[RESOLVED_REF_KEY])} />;
     }
-    // We don't need to show anything for this row because user can expand it to compare child keys
-    return null;
+    const objSize = Object.keys(value).length;
+    return (
+      <div className="flex items-center gap-4">
+        <ValueViewPrimitive>object</ValueViewPrimitive>{' '}
+        <span>
+          {objSize.toLocaleString()} {maybePluralizeWord(objSize, 'key')}
+        </span>
+      </div>
+    );
   }
   if (valueType === 'array') {
-    return <ValueViewPrimitive>array</ValueViewPrimitive>;
+    const arrSize = value.length;
+    return (
+      <div className="flex items-center gap-4">
+        <ValueViewPrimitive>array</ValueViewPrimitive>{' '}
+        <span>
+          {arrSize.toLocaleString()} {maybePluralizeWord(arrSize, 'item')}
+        </span>
+      </div>
+    );
   }
 
   if (valueType === 'number') {
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValueCode.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValueCode.tsx
index b6cfea71f97..98e7ebf3b79 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValueCode.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridCellValueCode.tsx
@@ -1,6 +1,6 @@
 import React from 'react';
 
-import {Browse2OpDefCode} from '../../Browse2/Browse2OpDefCode';
+import {CodeView} from './CodeView';
 
 type CompareGridCellValueCodeProps = {
   value: string;
@@ -10,11 +10,9 @@ export const CompareGridCellValueCode = ({
   value,
 }: CompareGridCellValueCodeProps) => {
   // Negative margin used to invert (mostly) the padding that we add to other cell types
-  // TODO: For better code layout/dependency management might be better to duplicate
-  //       Browse2OpDefCode instead of referencing something in Browse2.
   return (
     <div className="m-[-6px] w-full">
-      <Browse2OpDefCode uri={value} maxRowsInView={20} />
+      <CodeView uri={value} maxLines={20} />
     </div>
   );
 };
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridPill.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridPill.tsx
index b91db8babea..db89301286b 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridPill.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/compare/CompareGridPill.tsx
@@ -21,6 +21,33 @@ type CompareGridPillProps = {
 
 export const CompareGridPill = (props: CompareGridPillProps) => {
   const {value, valueType, compareValue, compareValueType} = props;
+
+  if (valueType === 'object' && compareValueType === 'object') {
+    const keyCount = Object.keys(value).length;
+    const keyCountCompare = Object.keys(compareValue).length;
+    return (
+      <CompareGridPill
+        value={keyCount}
+        compareValue={keyCountCompare}
+        valueType="number"
+        compareValueType="number"
+      />
+    );
+  }
+
+  if (valueType === 'array' && compareValueType === 'array') {
+    const itemCount = value.length;
+    const itemCountCompare = compareValue.length;
+    return (
+      <CompareGridPill
+        value={itemCount}
+        compareValue={itemCountCompare}
+        valueType="number"
+        compareValueType="number"
+      />
+    );
+  }
+
   if (valueType !== 'number' || compareValueType !== 'number') {
     return null;
   }

From a18cf9d4d1408058ecd41c73c79bd165035093fe Mon Sep 17 00:00:00 2001
From: domphan-wandb <dominic.phan@wandb.com>
Date: Tue, 26 Nov 2024 12:15:22 -0800
Subject: [PATCH 24/82] fix(weave_query): prevent table state loss when
 encountering a new logged column (#3060)

---
 .../components/Panel2/PanelTable/config.ts    |  6 +-
 .../components/Panel2/PanelTable/util.test.ts | 75 +++++++++++++++++++
 .../src/components/Panel2/PanelTable/util.ts  | 70 +++++++++++++----
 3 files changed, 133 insertions(+), 18 deletions(-)
 create mode 100644 weave-js/src/components/Panel2/PanelTable/util.test.ts

diff --git a/weave-js/src/components/Panel2/PanelTable/config.ts b/weave-js/src/components/Panel2/PanelTable/config.ts
index bb191024e34..935c9a91d92 100644
--- a/weave-js/src/components/Panel2/PanelTable/config.ts
+++ b/weave-js/src/components/Panel2/PanelTable/config.ts
@@ -10,7 +10,7 @@ import * as _ from 'lodash';
 import {useCallback} from 'react';
 
 import * as Table from './tableState';
-import {typeShapesMatch} from './util';
+import {typesAreConcattable} from './util';
 
 export enum RowSize {
   Small = 1,
@@ -175,7 +175,7 @@ const typeSafeTableState = (
   if (
     config?.tableStateInputType == null ||
     incomingType == null ||
-    typeShapesMatch(incomingType, config.tableStateInputType)
+    typesAreConcattable(incomingType, config.tableStateInputType)
   ) {
     return config?.tableState;
   } else {
@@ -206,7 +206,7 @@ export const getTableConfig = (
   const mConfig = migrateConfig(config, node);
   const configNeedsReset =
     mConfig?.tableStateInputType != null &&
-    !typeShapesMatch(node.type, mConfig?.tableStateInputType);
+    !typesAreConcattable(node.type, mConfig?.tableStateInputType);
 
   const currentTableState: PanelTableConfig['tableState'] = configNeedsReset
     ? undefined
diff --git a/weave-js/src/components/Panel2/PanelTable/util.test.ts b/weave-js/src/components/Panel2/PanelTable/util.test.ts
new file mode 100644
index 00000000000..e34d8fbff30
--- /dev/null
+++ b/weave-js/src/components/Panel2/PanelTable/util.test.ts
@@ -0,0 +1,75 @@
+import {list, typedDict, union} from '../../../core/model/helpers';
+import {typesAreConcattable} from './util';
+
+describe('typesAreConcattable', () => {
+  it('Matches union types', () => {
+    const colsRunOne = {
+      id: union(['none', 'string']),
+      prediction: union(['none', 'number']),
+      truth: union(['none', 'number']),
+    };
+    const colsRunTwo = {...colsRunOne, has_img: union(['none', 'number'])};
+    const colsRunThree = {...colsRunTwo, test: union(['none', 'number'])};
+    const toType = list(union([typedDict(colsRunTwo), typedDict(colsRunOne)]));
+    const type = list(
+      union([
+        typedDict(colsRunThree),
+        typedDict(colsRunTwo),
+        typedDict(colsRunOne),
+      ])
+    );
+    expect(typesAreConcattable(type, toType)).toBe(true);
+  });
+
+  it('Matches union types that contain typedDict', () => {
+    const colsRunOne = {
+      id: union(['none', 'string']),
+      prediction: union(['none', 'number']),
+      truth: union(['none', 'number']),
+    };
+    const colsRunTwo = {...colsRunOne, prediction: union(['none', 'number'])};
+    const toType = list(typedDict(colsRunOne));
+    const type = list(union([typedDict(colsRunTwo), typedDict(colsRunOne)]));
+    expect(typesAreConcattable(type, toType)).toBe(true);
+  });
+
+  it('Fails when union member of type do not contain all keys of toType', () => {
+    const toType = list(
+      union([
+        typedDict({
+          id: union(['none', 'string']),
+          prediction: union(['none', 'number']),
+        }),
+      ])
+    );
+    const type = list(
+      union([
+        typedDict({id: union(['none', 'string'])}),
+        typedDict({
+          id: union(['none', 'string']),
+          truth: union(['none', 'number']),
+        }),
+      ])
+    );
+    expect(typesAreConcattable(type, toType)).toBe(false);
+  });
+
+  it('matches simple typed dicts', () => {
+    const type1 = typedDict({a: 'number', b: 'string'});
+    const type2 = typedDict({a: 'number', b: 'string'});
+    expect(typesAreConcattable(type1, type2)).toBe(true);
+  });
+
+  it('fails when typed dict is missing properties', () => {
+    const type1 = typedDict({a: 'number'});
+    const type2 = typedDict({a: 'number', b: 'string'});
+    expect(typesAreConcattable(type2, type1)).toBe(true); // type1 can be assigned to type2
+    expect(typesAreConcattable(type1, type2)).toBe(false); // type2 cannot be assigned to type1
+  });
+
+  it('fails when union contains non-typed dict', () => {
+    const baseType = typedDict({a: 'number'});
+    const unionType = union(['string', typedDict({a: 'number'})]);
+    expect(typesAreConcattable(unionType, baseType)).toBe(false);
+  });
+});
diff --git a/weave-js/src/components/Panel2/PanelTable/util.ts b/weave-js/src/components/Panel2/PanelTable/util.ts
index 58ef4703088..4937e5f90fe 100644
--- a/weave-js/src/components/Panel2/PanelTable/util.ts
+++ b/weave-js/src/components/Panel2/PanelTable/util.ts
@@ -5,6 +5,7 @@ import {
   isListLike,
   isTaggedValue,
   isTypedDict,
+  isUnion,
   listObjectType,
   ListType,
   MemoizedHasher,
@@ -18,6 +19,7 @@ import {
   OutputNode,
   taggedValueValueType,
   Type,
+  TypedDictType,
   WeaveInterface,
 } from '@wandb/weave/core';
 import _ from 'lodash';
@@ -60,29 +62,67 @@ export const stripTag = (type: Type): Type => {
   return isTaggedValue(type) ? taggedValueValueType(type) : type;
 };
 
-// Very simple type shape comparison
-export const typeShapesMatch = (type: Type, toType: Type): boolean => {
+// Very simple type shape comparison util used to determine if tableState
+// needs to be reset or not.
+export const typesAreConcattable = (type: Type, toType: Type): boolean => {
+  function propertyTypesAreCompatible(
+    incomingTypedDict: TypedDictType,
+    toTypedDict: TypedDictType
+  ) {
+    for (const key of Object.keys(toTypedDict.propertyTypes)) {
+      const keyType = incomingTypedDict.propertyTypes[key];
+      const toKeyType = toTypedDict.propertyTypes[key];
+      if (keyType === undefined || !typesAreConcattable(keyType, toKeyType!)) {
+        return false;
+      }
+    }
+    return true;
+  }
+
   type = stripTag(type);
   toType = stripTag(toType);
+
+  // List type handling
   if (isList(type) || isList(toType)) {
-    if (!isList(type) || !isList(toType)) {
-      return false;
-    } else {
-      return typeShapesMatch(listObjectType(type), listObjectType(toType));
+    return (
+      isList(type) &&
+      isList(toType) &&
+      typesAreConcattable(listObjectType(type), listObjectType(toType))
+    );
+  }
+  // TypedDict type handling
+  if (isTypedDict(type) || isTypedDict(toType)) {
+    // Handle union<typedDict> case
+    //
+    // This is meant for special cases where a user adds another column to their table
+    // in a subsequent run.
+    if (isTypedDict(toType) && isUnion(type)) {
+      return type.members.every(
+        member =>
+          isTypedDict(member) &&
+          isTypedDict(toType) &&
+          propertyTypesAreCompatible(member, toType)
+      );
     }
-  } else if (isTypedDict(type) || isTypedDict(toType)) {
+
     if (!isTypedDict(type) || !isTypedDict(toType)) {
       return false;
-    } else {
-      for (const key of Object.keys(toType.propertyTypes)) {
-        const toKeyType = toType.propertyTypes[key]!;
-        const keyType = type.propertyTypes[key];
-        if (keyType === undefined || !typeShapesMatch(keyType, toKeyType)) {
-          return false;
-        }
-      }
     }
+
+    return propertyTypesAreCompatible(type, toType);
   }
+
+  // 2024/11/20, Note from Dom:
+  // This util's original behavior never properly handled comparing two union types together;
+  // it just returned true. To minimize the risk of shipping a regression, I am leaving this
+  // legacy behavior alone for now.
+
+  // This returns true when comparing:
+  //   Two compatible TypedDicts
+  //   One TypedDict to a compatible Union<TypedDict[]>
+  //   Two Unions of any type
+  //
+  //   Two Lists that contain any of the types mentioned above
   return true;
 };
 

From 91b3deeea6848fc6247213394d0dfca5aa5fc649 Mon Sep 17 00:00:00 2001
From: domphan-wandb <dominic.phan@wandb.com>
Date: Tue, 26 Nov 2024 12:26:43 -0800
Subject: [PATCH 25/82] fix(weave_query): add refinement op to get types for
 artifactVersion-files op (#3058)

---
 .../weave_query/ops_domain/artifact_version_ops.py    | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/weave_query/weave_query/ops_domain/artifact_version_ops.py b/weave_query/weave_query/ops_domain/artifact_version_ops.py
index 58f7527e482..1348a3db63c 100644
--- a/weave_query/weave_query/ops_domain/artifact_version_ops.py
+++ b/weave_query/weave_query/ops_domain/artifact_version_ops.py
@@ -640,10 +640,21 @@ def file_(
     art_local = _artifact_version_to_wb_artifact(artifactVersion)
     return art_local.path_info(path)  # type: ignore
 
+@op(
+    name="artifactVersion-_files_refine_output_type",
+    hidden=True,
+    output_type=types.TypeType(),
+    plugins=wb_gql_op_plugin(lambda inputs, inner: static_art_file_gql),
+)
+def _files_refine_output_type(artifactVersion: wdt.ArtifactVersion):
+    art_local = _artifact_version_to_wb_artifact(artifactVersion)
+    return types.TypeRegistry.type_of(artifact_wandb.FilesystemArtifactFileIterator(art_local))
+
 
 @op(
     name="artifactVersion-files",
     plugins=wb_gql_op_plugin(lambda inputs, inner: static_art_file_gql),
+    refine_output_type=_files_refine_output_type,
 )
 def files(
     artifactVersion: wdt.ArtifactVersion,

From 37ac7d93e0ce58e81d1e535bb8a6360c57b0815d Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Tue, 26 Nov 2024 14:19:16 -0800
Subject: [PATCH 26/82] chore(ui): add back costs to call summary page (#3094)

---
 .../Home/Browse3/pages/CallPage/CallPage.tsx  | 35 ++++++++++++++++---
 1 file changed, 31 insertions(+), 4 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 1081e43056f..9b29fcc2e69 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -3,7 +3,14 @@ import {useViewerInfo} from '@wandb/weave/common/hooks/useViewerInfo';
 import {Loading} from '@wandb/weave/components/Loading';
 import {urlPrefixed} from '@wandb/weave/config';
 import {useViewTraceEvent} from '@wandb/weave/integrations/analytics/useViewEvents';
-import React, {FC, useCallback, useContext, useEffect, useState} from 'react';
+import React, {
+  FC,
+  useCallback,
+  useContext,
+  useEffect,
+  useMemo,
+  useState,
+} from 'react';
 import {useHistory} from 'react-router-dom';
 
 import {makeRefCall} from '../../../../../../util/refs';
@@ -254,6 +261,26 @@ const CallPageInnerVertical: FC<{
     project: selectedCall.project,
     callId: selectedCall.callId,
   });
+  const callCompleteWithCosts = useMemo(() => {
+    if (callComplete.result?.traceCall == null) {
+      return callComplete.result;
+    }
+    return {
+      ...callComplete.result,
+      traceCall: {
+        ...callComplete.result?.traceCall,
+        summary: {
+          ...callComplete.result?.traceCall?.summary,
+          weave: {
+            ...callComplete.result?.traceCall?.summary?.weave,
+            // Only selectedCall has costs, injected when creating
+            // the trace tree
+            costs: selectedCall.traceCall?.summary?.weave?.costs,
+          },
+        },
+      },
+    };
+  }, [callComplete.result, selectedCall]);
 
   const assumeCallIsSelectedCall = path == null || path === '';
   const [currentCall, setCurrentCall] = useState(call);
@@ -265,10 +292,10 @@ const CallPageInnerVertical: FC<{
   }, [assumeCallIsSelectedCall, selectedCall]);
 
   useEffect(() => {
-    if (!callComplete.loading && callComplete.result) {
-      setCurrentCall(callComplete.result);
+    if (callCompleteWithCosts != null) {
+      setCurrentCall(callCompleteWithCosts);
     }
-  }, [callComplete]);
+  }, [callCompleteWithCosts]);
 
   const {rowIdsConfigured} = useContext(TableRowSelectionContext);
   const {isPeeking} = useContext(WeaveflowPeekContext);

From 1f4ab63ac6675b1245decf9e15efe3808d6eca03 Mon Sep 17 00:00:00 2001
From: domphan-wandb <dominic.phan@wandb.com>
Date: Tue, 26 Nov 2024 14:42:52 -0800
Subject: [PATCH 27/82] fix(weave_query): Add artifactVersion-file type
 refinement to weave-js (#3083)

---
 .../src/core/ops/domain/artifactVersion.ts    | 72 +++++++++++++++++++
 1 file changed, 72 insertions(+)

diff --git a/weave-js/src/core/ops/domain/artifactVersion.ts b/weave-js/src/core/ops/domain/artifactVersion.ts
index 4015f0da55a..d5770667b8b 100644
--- a/weave-js/src/core/ops/domain/artifactVersion.ts
+++ b/weave-js/src/core/ops/domain/artifactVersion.ts
@@ -179,6 +179,58 @@ export const opArtifactVersionFileCount = makeArtifactVersionOp({
   resolver: ({artifactVersion}) => artifactVersion.fileCount,
 });
 
+export const opArtifactVersionFilesType = makeArtifactVersionOp({
+  name: 'artifactVersion-_files_refine_output_type',
+  argTypes: artifactVersionArgTypes,
+  description: `Returns the type of a ${docType('list')} of ${docType('file', {
+    plural: true,
+  })} of the ${docType('artifactVersion')}`,
+  argDescriptions: {
+    artifactVersion: artifactVersionArgDescription,
+  },
+  hidden: true,
+  returnValueDescription: `The type of a ${docType('list')} of ${docType(
+    'file',
+    {
+      plural: true,
+    }
+  )} of the ${docType('artifactVersion')}`,
+  returnType: inputTypes => 'type',
+  resolver: async (
+    {artifactVersion},
+    rawInputs,
+    inputTypes,
+    forwardGraph,
+    forwardOp,
+    context
+  ) => {
+    try {
+      // This errors if the sequence has been deleted (or a race case in which
+      // the artifact is not created before the history step referencing it comes in)
+      // Note these awaits happen serially!
+      const result = await context.backend.getArtifactFileMetadata(
+        artifactVersion.id,
+        ''
+      );
+      if (result == null || result.type !== 'dir') {
+        throw new Error('opArtifactVersionFiles: not a directory');
+      }
+      // See comment in opArtifactFiles for info about how this currently works.
+      const types = [];
+      for (const fileName of Object.keys(result.files)) {
+        const type = TypeHelpers.filePathToType(
+          result.files[fileName].fullPath
+        );
+        types.push(type);
+      }
+      return list(union(types));
+    } catch (e) {
+      console.warn('Error loading artifact', {err: e, artifactVersion});
+      return list(union([]));
+    }
+  },
+});
+
 export const opArtifactVersionFiles = makeArtifactVersionOp({
   name: 'artifactVersion-files',
   argTypes: artifactVersionArgTypes,
@@ -223,6 +275,26 @@ export const opArtifactVersionFiles = makeArtifactVersionOp({
       return [];
     }
   },
+  resolveOutputType: async (inputTypes, node, executableNode, client) => {
+    const artifactVersionNode = replaceInputVariables(
+      executableNode.fromOp.inputs.artifactVersion,
+      client.opStore
+    );
+    const refineOp = opArtifactVersionFilesType({
+      artifactVersion: artifactVersionNode,
+    });
+    let result = await client.query(refineOp);
+
+    // This is a Weave1 hack. Weave1's type refinement ops return
+    // tagged/mapped results. But the Weave0 opKinds framework is going to do
+    // the same wrapping to the result we return here. So we unwrap the Weave1
+    // result and let it be rewrapped.
+    if (TypeHelpers.isTaggedValue(result)) {
+      result = TypeHelpers.taggedValueValueType(result);
+    }
+
+    return result ?? 'none';
+  },
 });
 
 export const opArtifactVersionIsGenerated = makeArtifactVersionOp({

From 6b7f4ca02dd47b799481494e7d705f14366c217a Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Tue, 26 Nov 2024 14:45:26 -0800
Subject: [PATCH 28/82] Allow removing the system message (#3095)

---
 .../PlaygroundPage/PlaygroundChat/useChatFunctions.tsx     | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatFunctions.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatFunctions.tsx
index 46c47abab74..e84e2f75d4b 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatFunctions.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatFunctions.tsx
@@ -3,7 +3,7 @@ import {SetStateAction} from 'react';
 
 import {Message} from '../../ChatView/types';
 import {OptionalTraceCallSchema, PlaygroundState} from '../types';
-import {DEFAULT_SYSTEM_MESSAGE} from '../usePlaygroundState';
+
 type TraceCallOutput = {
   choices?: any[];
 };
@@ -33,11 +33,6 @@ export const useChatFunctions = (
           (_: any, index: number) =>
             index !== messageIndex && !responseIndexes?.includes(index)
         );
-
-        // If there are no messages left, add a system message
-        if (newTraceCall.inputs.messages.length === 0) {
-          newTraceCall.inputs.messages = [DEFAULT_SYSTEM_MESSAGE];
-        }
       }
       return newTraceCall;
     });

From db26c9e5330007815018fbf645547b860a5a0008 Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Tue, 26 Nov 2024 14:45:41 -0800
Subject: [PATCH 29/82] system role (#3098)

---
 .../PlaygroundChat/PlaygroundChat.tsx         |  6 ++---
 .../PlaygroundChat/PlaygroundChatInput.tsx    | 22 +++++++++++++------
 .../useChatCompletionFunctions.tsx            |  5 +++--
 .../PlaygroundPage/PlaygroundContext.tsx      |  3 ++-
 .../Browse3/pages/PlaygroundPage/types.ts     |  2 ++
 5 files changed, 25 insertions(+), 13 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
index bff230201e6..b5f675633fe 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChat.tsx
@@ -6,7 +6,7 @@ import React, {useState} from 'react';
 import {CallChat} from '../../CallPage/CallChat';
 import {TraceCallSchema} from '../../wfReactInterface/traceServerClientTypes';
 import {PlaygroundContext} from '../PlaygroundContext';
-import {PlaygroundState} from '../types';
+import {PlaygroundMessageRole, PlaygroundState} from '../types';
 import {PlaygroundCallStats} from './PlaygroundCallStats';
 import {PlaygroundChatInput} from './PlaygroundChatInput';
 import {PlaygroundChatTopBar} from './PlaygroundChatTopBar';
@@ -51,7 +51,7 @@ export const PlaygroundChat = ({
   const {deleteMessage, editMessage, deleteChoice, editChoice, addMessage} =
     useChatFunctions(setPlaygroundStateField);
 
-  const handleAddMessage = (role: 'assistant' | 'user', text: string) => {
+  const handleAddMessage = (role: PlaygroundMessageRole, text: string) => {
     for (let i = 0; i < playgroundStates.length; i++) {
       addMessage(i, {role, content: text});
     }
@@ -160,7 +160,7 @@ export const PlaygroundChat = ({
                           retry: (messageIndex: number, isChoice?: boolean) =>
                             handleRetry(idx, messageIndex, isChoice),
                           sendMessage: (
-                            role: 'assistant' | 'user' | 'tool',
+                            role: PlaygroundMessageRole,
                             content: string,
                             toolCallId?: string
                           ) => {
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
index 817f8f863e0..c7d4f091070 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
@@ -4,13 +4,14 @@ import {Button} from '@wandb/weave/components/Button';
 import React, {useState} from 'react';
 
 import {StyledTextArea} from '../StyledTextarea';
+import {PlaygroundMessageRole} from '../types';
 
 type PlaygroundChatInputProps = {
   chatText: string;
   setChatText: (text: string) => void;
   isLoading: boolean;
-  onSend: (role: 'assistant' | 'user') => void;
-  onAdd: (role: 'assistant' | 'user', text: string) => void;
+  onSend: (role: PlaygroundMessageRole) => void;
+  onAdd: (role: PlaygroundMessageRole, text: string) => void;
   settingsTab: number | null;
 };
 
@@ -32,9 +33,8 @@ export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
   onAdd,
   settingsTab,
 }) => {
-  const [addMessageRole, setAddMessageRole] = useState<'assistant' | 'user'>(
-    'user'
-  );
+  const [addMessageRole, setAddMessageRole] =
+    useState<PlaygroundMessageRole>('user');
   const [shouldReset, setShouldReset] = useState(false);
 
   const handleReset = () => {
@@ -42,12 +42,12 @@ export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
     setTimeout(() => setShouldReset(false), 0);
   };
 
-  const handleSend = (role: 'assistant' | 'user') => {
+  const handleSend = (role: PlaygroundMessageRole) => {
     onSend(role);
     handleReset();
   };
 
-  const handleAdd = (role: 'assistant' | 'user', text: string) => {
+  const handleAdd = (role: PlaygroundMessageRole, text: string) => {
     onAdd(role, text);
     handleReset();
   };
@@ -115,6 +115,14 @@ export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
                 className="ml-4 rounded-r-none"
                 variant="secondary"
                 size="medium"
+                active={addMessageRole === 'system'}
+                onClick={() => setAddMessageRole('system')}>
+                System
+              </Button>
+              <Button
+                className="rounded-none"
+                variant="secondary"
+                size="medium"
                 active={addMessageRole === 'assistant'}
                 onClick={() => setAddMessageRole('assistant')}>
                 Assistant
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatCompletionFunctions.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatCompletionFunctions.tsx
index 4a4115c0cbf..10c76fc82d1 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatCompletionFunctions.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/useChatCompletionFunctions.tsx
@@ -6,6 +6,7 @@ import {Message} from '../../ChatView/types';
 import {useGetTraceServerClientContext} from '../../wfReactInterface/traceServerClientContext';
 import {CompletionsCreateRes} from '../../wfReactInterface/traceServerClientTypes';
 import {PlaygroundState} from '../types';
+import {PlaygroundMessageRole} from '../types';
 import {getInputFromPlaygroundState} from '../usePlaygroundState';
 import {clearTraceCall} from './useChatFunctions';
 
@@ -57,7 +58,7 @@ export const useChatCompletionFunctions = (
   };
 
   const handleSend = async (
-    role: 'assistant' | 'user' | 'tool',
+    role: PlaygroundMessageRole,
     callIndex?: number,
     content?: string,
     toolCallId?: string
@@ -135,7 +136,7 @@ export const useChatCompletionFunctions = (
 
 // Helper functions
 const createMessage = (
-  role: 'assistant' | 'user' | 'tool',
+  role: PlaygroundMessageRole,
   content: string,
   toolCallId?: string
 ): Message | undefined => {
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundContext.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundContext.tsx
index ec16276bc46..a8176292d1a 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundContext.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundContext.tsx
@@ -1,6 +1,7 @@
 import {createContext, useContext} from 'react';
 
 import {Message} from '../ChatView/types';
+import {PlaygroundMessageRole} from './types';
 
 export type PlaygroundContextType = {
   isPlayground: boolean;
@@ -13,7 +14,7 @@ export type PlaygroundContextType = {
 
   retry: (messageIndex: number, isChoice?: boolean) => void;
   sendMessage: (
-    role: 'assistant' | 'user' | 'tool',
+    role: PlaygroundMessageRole,
     content: string,
     toolCallId?: string
   ) => void;
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/types.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/types.ts
index 3e4f9dd30c8..fa73e87bf45 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/types.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/types.ts
@@ -28,3 +28,5 @@ export type PlaygroundState = {
 export type PlaygroundStateKey = keyof PlaygroundState;
 
 export type OptionalTraceCallSchema = Partial<TraceCallSchema>;
+
+export type PlaygroundMessageRole = 'assistant' | 'user' | 'system' | 'tool';

From 4042f76a08956899eb42ba2950f33e56fd83922e Mon Sep 17 00:00:00 2001
From: Martin Mark <martin.mark@wandb.com>
Date: Tue, 26 Nov 2024 18:06:12 -0500
Subject: [PATCH 30/82] fix(ui): Fixes z-index issue with Playground and
 navigation sidebar (#3100)

* Update PlaygroundChatInput.tsx

* Added warning
---
 .../pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
index c7d4f091070..cac631a8fcf 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatInput.tsx
@@ -72,7 +72,7 @@ export const PlaygroundChatInput: React.FC<PlaygroundChatInputProps> = ({
           settingsTab !== null
             ? 'calc(100% - 58px - 320px)'
             : 'calc(100% - 58px)',
-        zIndex: 100,
+        zIndex: 1, // WARN: z-index position of navbar overflow menu is `2`, check first if changing
       }}>
       <Box
         sx={{

From dc7e949092f8f4602072dfd52481f67c80419c15 Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Tue, 26 Nov 2024 16:06:34 -0800
Subject: [PATCH 31/82] llm headers (#3097)

---
 .../PlaygroundChat/LLMDropdown.tsx            |  37 ++--
 .../pages/PlaygroundPage/llmMaxTokens.ts      | 160 ++++++++++++++----
 2 files changed, 156 insertions(+), 41 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
index 38e4ae293ef..5dd696d2447 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/LLMDropdown.tsx
@@ -2,7 +2,12 @@ import {Box} from '@mui/material';
 import {Select} from '@wandb/weave/components/Form/Select';
 import React from 'react';
 
-import {LLM_MAX_TOKENS, LLMMaxTokensKey} from '../llmMaxTokens';
+import {
+  LLM_MAX_TOKENS,
+  LLM_PROVIDER_LABELS,
+  LLM_PROVIDERS,
+  LLMMaxTokensKey,
+} from '../llmMaxTokens';
 
 interface LLMDropdownProps {
   value: LLMMaxTokensKey;
@@ -10,11 +15,23 @@ interface LLMDropdownProps {
 }
 
 export const LLMDropdown: React.FC<LLMDropdownProps> = ({value, onChange}) => {
-  const options: Array<{value: LLMMaxTokensKey; label: LLMMaxTokensKey}> =
-    Object.keys(LLM_MAX_TOKENS).map(llm => ({
-      value: llm as LLMMaxTokensKey,
-      label: llm as LLMMaxTokensKey,
-    }));
+  const options = LLM_PROVIDERS.map(provider => ({
+    // for each provider, get all the LLMs that are supported by that provider
+    label: LLM_PROVIDER_LABELS[provider],
+    // filtering to the LLMs that are supported by that provider
+    options: Object.keys(LLM_MAX_TOKENS).reduce<
+      Array<{group: string; label: string; value: string}>
+    >((acc, llm) => {
+      if (LLM_MAX_TOKENS[llm as LLMMaxTokensKey].provider === provider) {
+        acc.push({
+          group: provider,
+          label: llm,
+          value: llm,
+        });
+      }
+      return acc;
+    }, []),
+  }));
 
   return (
     <Box
@@ -42,14 +59,12 @@ export const LLMDropdown: React.FC<LLMDropdownProps> = ({value, onChange}) => {
         },
       }}>
       <Select
-        value={options.find(opt => opt.value === value)}
+        value={options.flatMap(o => o.options).find(o => o.value === value)}
         onChange={option => {
           if (option) {
             const maxTokens =
-              LLM_MAX_TOKENS[
-                (option as {value: string}).value as keyof typeof LLM_MAX_TOKENS
-              ]?.max_tokens || 0;
-            onChange((option as {value: LLMMaxTokensKey}).value, maxTokens);
+              LLM_MAX_TOKENS[option.value as LLMMaxTokensKey]?.max_tokens || 0;
+            onChange(option.value as LLMMaxTokensKey, maxTokens);
           }
         }}
         options={options}
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
index 1334e32a454..4c545c82727 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
@@ -2,122 +2,222 @@
 // Directly from the pycache model_providers.json in trace_server.
 // Some were removed because they are not supported when Josiah tried on Oct 30, 2024.
 export const LLM_MAX_TOKENS = {
-  'gpt-4o-mini': {max_tokens: 16384, supports_function_calling: true},
+  'gpt-4o-mini': {
+    provider: 'openai',
+    max_tokens: 16384,
+    supports_function_calling: true,
+  },
   'claude-3-5-sonnet-20240620': {
+    provider: 'anthropic',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'claude-3-5-sonnet-20241022': {
+    provider: 'anthropic',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'claude-3-haiku-20240307': {
+    provider: 'anthropic',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'claude-3-opus-20240229': {
+    provider: 'anthropic',
     max_tokens: 4096,
     supports_function_calling: true,
   },
-  'claude-3-opus-20240229': {max_tokens: 4096, supports_function_calling: true},
   'claude-3-sonnet-20240229': {
+    provider: 'anthropic',
     max_tokens: 4096,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-001': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-002': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-8b-exp-0827': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-8b-exp-0924': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-exp-0827': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash-latest': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-flash': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-pro-001': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-pro-002': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-pro-exp-0801': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-pro-exp-0827': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'gemini/gemini-1.5-pro-latest': {
+    provider: 'gemini',
+    max_tokens: 8192,
+    supports_function_calling: true,
+  },
+  'gemini/gemini-1.5-pro': {
+    provider: 'gemini',
     max_tokens: 8192,
     supports_function_calling: true,
   },
-  'gemini/gemini-1.5-pro': {max_tokens: 8192, supports_function_calling: true},
-  'gemini/gemini-pro': {max_tokens: 8192, supports_function_calling: true},
-  'gpt-3.5-turbo-0125': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-3.5-turbo-1106': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-3.5-turbo-16k': {max_tokens: 4096, supports_function_calling: false},
-  'gpt-3.5-turbo': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-0125-preview': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-0314': {max_tokens: 4096, supports_function_calling: false},
-  'gpt-4-0613': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-1106-preview': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-32k-0314': {max_tokens: 4096, supports_function_calling: false},
-  'gpt-4-turbo-2024-04-09': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-turbo-preview': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4-turbo': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4o-2024-05-13': {max_tokens: 4096, supports_function_calling: true},
-  'gpt-4o-2024-08-06': {max_tokens: 16384, supports_function_calling: true},
+  'gemini/gemini-pro': {
+    provider: 'gemini',
+    max_tokens: 8192,
+    supports_function_calling: true,
+  },
+  'gpt-3.5-turbo-0125': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-3.5-turbo-1106': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4-1106-preview': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4-32k-0314': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'gpt-4-turbo-2024-04-09': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4-turbo-preview': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4-turbo': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4o-2024-05-13': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'gpt-4o-2024-08-06': {
+    provider: 'openai',
+    max_tokens: 16384,
+    supports_function_calling: true,
+  },
   'gpt-4o-mini-2024-07-18': {
+    provider: 'openai',
     max_tokens: 16384,
     supports_function_calling: true,
   },
-  'gpt-4o': {max_tokens: 4096, supports_function_calling: true},
-  'groq/gemma-7b-it': {max_tokens: 8192, supports_function_calling: true},
-  'groq/gemma2-9b-it': {max_tokens: 8192, supports_function_calling: true},
-  'groq/llama-3.1-70b-versatile': {
+  'gpt-4o': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'groq/gemma-7b-it': {
+    provider: 'groq',
+    max_tokens: 8192,
+    supports_function_calling: true,
+  },
+  'groq/gemma2-9b-it': {
+    provider: 'groq',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'groq/llama-3.1-8b-instant': {
+    provider: 'groq',
+    max_tokens: 8192,
+    supports_function_calling: true,
+  },
+  'groq/llama3-70b-8192': {
+    provider: 'groq',
     max_tokens: 8192,
     supports_function_calling: true,
   },
-  'groq/llama3-70b-8192': {max_tokens: 8192, supports_function_calling: true},
-  'groq/llama3-8b-8192': {max_tokens: 8192, supports_function_calling: true},
-  'groq/llama3-groq-70b-8192-tool-use-preview': {
+  'groq/llama3-8b-8192': {
+    provider: 'groq',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'groq/llama3-groq-8b-8192-tool-use-preview': {
+    provider: 'groq',
     max_tokens: 8192,
     supports_function_calling: true,
   },
   'groq/mixtral-8x7b-32768': {
+    provider: 'groq',
     max_tokens: 32768,
     supports_function_calling: true,
   },
-  'o1-mini-2024-09-12': {max_tokens: 65536, supports_function_calling: true},
-  'o1-mini': {max_tokens: 65536, supports_function_calling: true},
-  'o1-preview-2024-09-12': {max_tokens: 32768, supports_function_calling: true},
-  'o1-preview': {max_tokens: 32768, supports_function_calling: true},
+  'o1-mini-2024-09-12': {
+    provider: 'openai',
+    max_tokens: 65536,
+    supports_function_calling: true,
+  },
+  'o1-mini': {
+    provider: 'openai',
+    max_tokens: 65536,
+    supports_function_calling: true,
+  },
 };
 
 export type LLMMaxTokensKey = keyof typeof LLM_MAX_TOKENS;
+
+export const LLM_PROVIDERS = ['openai', 'anthropic', 'gemini', 'groq'];
+export const LLM_PROVIDER_LABELS: Record<
+  (typeof LLM_PROVIDERS)[number],
+  string
+> = {
+  openai: 'OpenAI',
+  anthropic: 'Anthropic',
+  gemini: 'Gemini',
+  groq: 'Groq',
+};

From 1363997621b440f0d9c1388063665fae6c9c2a69 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Wed, 27 Nov 2024 09:08:42 -0800
Subject: [PATCH 32/82] chore(ui): hide feedbackSidebar url param if false
 (#3091)

---
 .../Home/Browse3/pages/CallPage/CallPage.tsx                  | 4 ++--
 .../Home/Browse3/pages/CallPage/PaginationControls.tsx        | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 9b29fcc2e69..3a14c5dcfd9 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -222,7 +222,7 @@ const CallPageInnerVertical: FC<{
         call.callId,
         path,
         !showTraceTree,
-        showFeedbackExpand
+        showFeedbackExpand ? true : undefined
       )
     );
   }, [
@@ -245,7 +245,7 @@ const CallPageInnerVertical: FC<{
         call.callId,
         path,
         showTraceTree,
-        !showFeedbackExpand
+        !showFeedbackExpand ? true : undefined
       )
     );
   }, [currentRouter, history, path, showTraceTree, call, showFeedbackExpand]);
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
index 03af4838d77..9a2222e7e0a 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
@@ -28,7 +28,7 @@ export const PaginationControls: FC<{
   const showFeedbackExpand =
     FEEDBACK_EXPAND_PARAM in query
       ? query[FEEDBACK_EXPAND_PARAM] === '1'
-      : false;
+      : undefined;
 
   const onNextCall = useCallback(() => {
     const nextCallId = getNextRowId?.(call.callId);

From 8531633c74779028a6812461defe0f55234827fb Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Wed, 27 Nov 2024 14:04:28 -0500
Subject: [PATCH 33/82] chore(weave): Pin instructor for python3.9 #3105

---
 pyproject.toml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 99c534303b6..27da86da758 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -54,7 +54,10 @@ cohere = ["cohere>=5.9.1,<5.9.3"]
 dspy = ["dspy>=0.1.5", "litellm<=1.49.1"]
 google_ai_studio = ["google-generativeai>=0.8.3"]
 groq = ["groq>=0.9.0"]
-instructor = ["instructor>=1.4.3"]
+instructor = [
+  "instructor>=1.4.3,<1.7.0; python_version <= '3.9'",
+  "instructor>=1.4.3; python_version > '3.9'",
+]
 langchain = [
   "langchain-core>=0.2.1",
   "langchain-openai>=0.1.7",

From fd21fe6264ed337daa9c9c76f5490850d58f09fe Mon Sep 17 00:00:00 2001
From: Mollie Anderson <142847762+molliean@users.noreply.github.com>
Date: Wed, 27 Nov 2024 11:27:22 -0800
Subject: [PATCH 34/82] fix(ui): Prevent Switch component from shrinking in
 flex containers (#3101)

* fix(ui): Prevent Switch component from shrinking in flex containers

* use `min-width` instead of `flex-shrink`
---
 weave-js/src/components/Switch/index.tsx | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/weave-js/src/components/Switch/index.tsx b/weave-js/src/components/Switch/index.tsx
index 98251dff0ca..8c1e2799df6 100644
--- a/weave-js/src/components/Switch/index.tsx
+++ b/weave-js/src/components/Switch/index.tsx
@@ -13,7 +13,9 @@ export const Root = ({
       'flex items-center rounded-[12px] p-[1px] transition-colors duration-100 ease-out',
       'focus-visible:outline focus-visible:outline-[2px] focus-visible:outline-teal-500',
       props.checked ? ' bg-teal-500' : 'bg-moon-350',
-      size === 'small' ? 'h-[16px] w-[28px]' : 'h-[24px] w-[44px]',
+      size === 'small'
+        ? 'min-w[28px] h-[16px] w-[28px]'
+        : 'h-[24px] w-[44px] min-w-[44px]',
       className
     )}
     {...props}

From 5b08ca381f35c596869336fdf84be48382405028 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Wed, 27 Nov 2024 11:27:43 -0800
Subject: [PATCH 35/82] fix(ui): better defaults for trace/eval trace tree
 (#3106)

---
 .../Browse3/pages/CallsPage/callsTableColumns.tsx     |  3 +++
 .../Home/Browse3/pages/common/Links.tsx               | 11 +++++++++--
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableColumns.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableColumns.tsx
index 0fc4e8298a5..93bd2ee030b 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableColumns.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/callsTableColumns.tsx
@@ -29,6 +29,7 @@ import {
   getCostsFromCellParams,
   getTokensFromCellParams,
 } from '../CallPage/cost';
+import {isEvaluateOp} from '../common/heuristics';
 import {CallLink} from '../common/Links';
 import {StatusChip} from '../common/StatusChip';
 import {buildDynamicColumns} from '../common/tabularListViews/columnBuilder';
@@ -228,6 +229,7 @@ function buildCallsTableColumns(
           rowParams.row.display_name ??
           opVersionRefOpName(rowParams.row.op_name) ??
           rowParams.row.op_name;
+        const isEval = isEvaluateOp(opVersionRefOpName(rowParams.row.op_name));
         return (
           <CallLink
             entityName={entity}
@@ -237,6 +239,7 @@ function buildCallsTableColumns(
             fullWidth={true}
             preservePath={preservePath}
             color={TEAL_600}
+            isEval={isEval}
           />
         );
       },
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/Links.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/Links.tsx
index 915eaeb6935..8a11252bc33 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/Links.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/Links.tsx
@@ -282,6 +282,7 @@ export const CallLink: React.FC<{
   tracetree?: boolean;
   icon?: React.ReactNode;
   color?: string;
+  isEval?: boolean;
 }> = props => {
   const history = useHistory();
   const {peekingRouter} = useWeaveflowRouteContext();
@@ -297,8 +298,14 @@ export const CallLink: React.FC<{
   const existingPath = peekParams.get(PATH_PARAM) ?? '';
   // Preserve the path only when showing trace tree
   const path = props.preservePath ? existingPath : null;
-  // default to true if not specified
-  const showTraceTree = !(peekParams.get(TRACETREE_PARAM) === '0');
+  // default to true if not specified and not an eval
+  const traceTreeParam = peekParams.get(TRACETREE_PARAM);
+  const showTraceTree =
+    traceTreeParam === '1'
+      ? true
+      : traceTreeParam === '0'
+      ? false
+      : !props.isEval;
   // default to false if not specified
   const showFeedbackExpand = peekParams.get(FEEDBACK_EXPAND_PARAM) === '1';
   const to = peekingRouter.callUIUrl(

From 6165c0faf0712f071707aab90250de560c24e1f6 Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Wed, 27 Nov 2024 11:45:08 -0800
Subject: [PATCH 36/82] style(weave): style try in playground, hide button in
 peek view in playground (#3075)

* style try in plyground, hide in peek view in playground

* follow slightly better pattern
---
 .../Home/Browse3/pages/CallPage/CallPage.tsx  | 27 ++++++++++++++-----
 1 file changed, 20 insertions(+), 7 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 3a14c5dcfd9..94bc220d1fe 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -81,6 +81,10 @@ const useCallTabs = (call: CallSchema) => {
   const {entity, project, callId} = call;
   const weaveRef = makeRefCall(entity, project, callId);
 
+  const {isPeeking} = useContext(WeaveflowPeekContext);
+  const showTryInPlayground =
+    !isPeeking || !window.location.toString().includes('/weave/playground');
+
   const handleOpenInPlayground = () => {
     window.open(
       urlPrefixed(`/${entity}/${project}/weave/playground/${callId}`),
@@ -115,13 +119,22 @@ const useCallTabs = (call: CallSchema) => {
             label: 'Chat',
             content: (
               <>
-                <Button
-                  variant="secondary"
-                  startIcon="sandbox-playground"
-                  className="m-16 mb-8"
-                  onClick={handleOpenInPlayground}>
-                  Open chat in playground
-                </Button>
+                {showTryInPlayground && (
+                  <Box
+                    sx={{
+                      display: 'flex',
+                      justifyContent: 'flex-end',
+                      width: '100%',
+                      padding: '8px 16px',
+                    }}>
+                    <Button
+                      variant="ghost"
+                      startIcon="robot-service-member"
+                      onClick={handleOpenInPlayground}>
+                      Try in playground
+                    </Button>
+                  </Box>
+                )}
                 <ScrollableTabContent>
                   <Tailwind>
                     <CallChat call={call.traceCall!} />

From b95e46d0c4722d03f3f3853a5d05cc601a235b86 Mon Sep 17 00:00:00 2001
From: KyleGoyette <kdgoyette@gmail.com>
Date: Wed, 27 Nov 2024 12:02:40 -0800
Subject: [PATCH 37/82] add data-test element (#3031)

---
 weave-js/src/components/Panel2/PanelComp.tsx | 1 +
 1 file changed, 1 insertion(+)

diff --git a/weave-js/src/components/Panel2/PanelComp.tsx b/weave-js/src/components/Panel2/PanelComp.tsx
index 2991fdcec43..df8bbfd4e94 100644
--- a/weave-js/src/components/Panel2/PanelComp.tsx
+++ b/weave-js/src/components/Panel2/PanelComp.tsx
@@ -573,6 +573,7 @@ const ControlWrapper: React.FC<ControlWrapperProps> = ({
 
   return showControls || fullscreen ? (
     <S.ControlWrapper
+      data-test="panel-control-wrapper"
       hovering={hovering}
       onMouseEnter={() => {
         // onExpressionHover();

From 41ca390a19360d4b738c42d8446c139615d6dac0 Mon Sep 17 00:00:00 2001
From: J2-D2-3PO <188380414+J2-D2-3PO@users.noreply.github.com>
Date: Wed, 27 Nov 2024 13:13:26 -0700
Subject: [PATCH 38/82] docs(weave): Update new feedback docs (#3093)

Co-authored-by: Griffin Tarpenning <griffin.tarpenning@wandb.com>
---
 docs/docs/guides/tracking/feedback.md         | 176 ++++++++++++------
 .../Browse3/pages/common/EmptyContent.tsx     |   2 +-
 2 files changed, 124 insertions(+), 54 deletions(-)

diff --git a/docs/docs/guides/tracking/feedback.md b/docs/docs/guides/tracking/feedback.md
index 81022d31bc9..68e27776d44 100644
--- a/docs/docs/guides/tracking/feedback.md
+++ b/docs/docs/guides/tracking/feedback.md
@@ -3,33 +3,77 @@ import TabItem from '@theme/TabItem';
 
 # Feedback
 
-Evaluating LLM applications automatically is challenging. Teams often rely on direct user feedback, particularly from domain experts, who assess the content quality using simple indicators such as thumbs up or down. Developers also actively identify and resolve content issues.
+Efficiently evaluating LLM applications requires robust tooling to collect and analyze feedback. Weave provides an integrated feedback system, allowing users to provide call feedback directly through the UI or programmatically via the SDK. Various feedback types are supported, including emoji reactions, textual comments, and structured data, enabling teams to:
 
-Weave's feedback feature enables users to provide feedback directly within the Weave UI or through the API. You can add emoji reactions, textual notes, and structured data to calls. This feedback helps compile evaluation datasets, monitor application performance, and collect examples for advanced tasks like fine-tuning.
+- Build evaluation datasets for performance monitoring.
+- Identify and resolve LLM content issues effectively.
+- Gather examples for advanced tasks like fine-tuning.
 
-## View and Add Feedback within UI
+This guide covers how to use Weave’s feedback functionality in both the UI and SDK, query and manage feedback, and use human annotations for detailed evaluations. 
 
-Reactions and notes are displayed in a column in the calls grid. Hovering over these indicators provides more detail. Use these buttons to add reactions or notes.
+- [Provide feedback in the UI](#provide-feedback-in-the-ui)
+- [Provide feedback via the SDK](#provide-feedback-via-the-sdk)
+- [Add human annotations](#add-human-annotations)
 
-![Screenshot of calls grid with feedback column](imgs/feedback_calls.png)
+## Provide feedback in the UI
 
-View and edit feedback in the header of the call details page.
+In the Weave UI, you can add and view feedback [from the call details page](#from-the-call-details-page) or [using the icons](#use-the-icons).
 
-![Screenshot of feedback controls in call details header](imgs/feedback_call_header.png)
+### From the call details page
 
-View the feedback for a call on the "Feedback" tab of the call details page.
+1. In the sidebar, navigate to **Traces**.
+2. Find the row for the call that you want to add feedback to.
+3. Open the call details page.
+4. Select the **Feedback** column for the call.
+5. Add, view, or delete feedback:
+   - *[Add and view feedback using the icons](#use-the-icons)* located in the upper right corner of the call details feedback view.
+   - *View and delete feedback from the call details feedback table.* Delete feedback by clicking the trashcan icon in the rightmost column of the appropriate feedback row.
 
 ![Screenshot of Feedback tab in call details](imgs/feedback_tab.png)
 
-Access copy-and-paste examples on the "Use" tab of the call details page to manipulate the feedback for that call using the SDK.
+### Use the icons
+
+You can add or remove a reaction, and add a note using the icons that are located in both the call table and individual call details pages.
+
+- *Call table*: Located in **Feedback** column in the appropriate row in the call table.
+- *Call details page*: Located in the upper right corner of each call details page.
+
+To add a reaction:
+  1. Click the emoji icon. 
+  2. Add a thumbs up, thumbs down, or click the **+** icon for more emojis.
+
+To remove a reaction:
+  1. Hover over the emoji reaction you want to remove.
+  2. Click the reaction to remove it.
+
+> You can also delete feedback from the [**Feedback** column on the call details page.](#from-the-call-details-page).
+
+To add a comment:
+  1. Click the comment bubble icon. 
+  2. In the text box, add your note. 
+  3. To save the note, press the **Enter** key. You can add additional notes.
+
+![Screenshot of calls grid with feedback column](imgs/feedback_calls.png)
+
+## Provide feedback via the SDK
+
+> You can find SDK usage examples for feedback in the UI under the **Use** tab in the call details page.
 
-![Screenshot of Use tab in call details](imgs/feedback_use.png)
+You can use the Weave SDK to programmatically add, remove, and query feedback on calls. 
 
-## SDK
+### Query a project's feedback
 
-Use the Weave SDK to programmatically add, remove, and query feedback on calls.
+You can query the feedback for your Weave project using the SDK. The SDK supports the following feedback query operations:
 
-### Querying a project's feedback
+- `client.get_feedback()`: Returns all feedback in a project.
+- `client.get_feedback("<feedback_uuid>")`: Return a specific feedback object specified by `<feedback_uuid>` as a collection.
+- `client.get_feedback(reaction="<reaction_type>")`: Returns all feedback objects for a specific reaction type.
+
+You can also get additional information for each feedback object in `client.get_feedback()`: 
+- `id`: The feedback object ID.
+- `created_at`: The creation time information for the feedback object.
+- `feedback_type`: The type of feedback (reaction, note, custom).
+- `payload`: The feedback payload
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -41,14 +85,13 @@ Use the Weave SDK to programmatically add, remove, and query feedback on calls.
     all_feedback = client.get_feedback()
 
     # Fetch a specific feedback object by id.
-    # Note that the API still returns a collection, which is expected
-    # to contain zero or one item(s).
+    # The API returns a collection, which is expected to contain at most one item.
     one_feedback = client.get_feedback("<feedback_uuid>")[0]
 
     # Find all feedback objects with a specific reaction. You can specify offset and limit.
     thumbs_up = client.get_feedback(reaction="👍", limit=10)
 
-    # After retrieval you can view the details of individual feedback objects.
+    # After retrieval, view the details of individual feedback objects.
     for f in client.get_feedback():
         print(f.id)
         print(f.created_at)
@@ -64,7 +107,13 @@ Use the Weave SDK to programmatically add, remove, and query feedback on calls.
   </TabItem>
 </Tabs>
 
-### Adding feedback to a call
+### Add feedback to a call
+
+You can add feedback to a call using the call's UUID. To use the UUID to get a particular call, [retrieve it during or after call execution](#retrieve-the-call-uuid). The SDK supports the following operations for adding feedback to a call:
+
+- `call.feedback.add_reaction("<reaction_type>")`: Add one of the supported `<reaction_types>` (emojis), such as 👍.
+- `call.feedback.add_note("<note>")`: Add a note.
+- `call.feedback.add("<label>", <object>)`: Add a custom feedback `<object>` specified by `<label>`.
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -82,7 +131,7 @@ Use the Weave SDK to programmatically add, remove, and query feedback on calls.
 
     # Adding custom key/value pairs.
     # The first argument is a user-defined "type" string.
-    # Feedback must be JSON serializable and less than 1kb when serialized.
+    # Feedback must be JSON serializable and less than 1 KB when serialized.
     call.feedback.add("correctness", { "value": 5 })
     ```
 
@@ -94,9 +143,16 @@ Use the Weave SDK to programmatically add, remove, and query feedback on calls.
   </TabItem>
 </Tabs>
 
-### Retrieving the Call UUID
+#### Retrieve the call UUID
+
+For scenarios where you need to add feedback immediately after a call, you can retrieve the call UUID programmatically during or after the call execution. 
+
+- [During call execution](#during-call-execution)
+- [After call execution](#after-call-execution)
 
-For scenarios where you need to add feedback immediately after a call, you can retrieve the call UUID programmatically during or after the call execution. Here is how to get the UUID of the call from within the operation:
+##### During call execution
+
+To retrieve the UUID during call execution, get the current call, and return the ID.
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -123,7 +179,9 @@ For scenarios where you need to add feedback immediately after a call, you can r
   </TabItem>
 </Tabs>
 
-Additionally, you can use call() method to execute the operation and retrieve the call ID after execution of the function:
+##### After call execution
+
+Alternatively, you can use `call()` method to execute the operation and retrieve the ID after call execution:
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -148,25 +206,9 @@ Additionally, you can use call() method to execute the operation and retrieve th
   </TabItem>
 </Tabs>
 
-### Querying feedback on a call
+### Delete feedback from a call
 
-<Tabs groupId="programming-language">
-  <TabItem value="python" label="Python" default>
-    ```python
-    for f in call.feedback:
-        print(f.id)
-        print(f.feedback_type)
-        print(f.payload)
-    ```
-  </TabItem>
-  <TabItem value="typescript" label="TypeScript">
-    ```plaintext
-    This feature is not available in TypeScript yet.  Stay tuned!
-    ```
-  </TabItem>
-</Tabs>
-
-### Deleting feedback from a call
+You can delete feedback from a particular call by specifying a UUID.
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -181,29 +223,57 @@ Additionally, you can use call() method to execute the operation and retrieve th
   </TabItem>
 </Tabs>
 
-## Human annotation
+## Add human annotations
+
+Human annotations are supported in the Weave UI. To make human annotations, you must first create a Human Annotation scorer using either the [UI](#create-a-human-annotation-scorer-in-the-ui) or the [API](#create-a-human-annotation-scorer-using-the-api). Then, you can [use the scorer in the UI to make annotations](#use-the-human-annotation-scorer-in-the-ui), and [modify your annotation scorers using the API](#modify-a-human-annotation-scorer-using-the-api).
 
-Human annotations are supported in the weave UI after configuration of a Human Annotation scorer, which can be accessed via the `Scorers` page in the navigation sidebar. Once configured, annotations can be used when inspecting individual calls in the main Call or Evaluation table, by selecting the marker icon in the call header (seen below).
+### Create a human annotation scorer in the UI
 
-![Marker icon in call header](./imgs/marker-icon.png)
+To create a human annotation scorer in the UI, do the following:
 
-### Creating a Human Annotation scorer
+1. In the sidebar, navigate to **Scorers**.
+2. In the upper right corner, click **+ Create scorer**.
+3. In the configuration page, set:
+   - `Scorer type` to `Human annotation`
+   - `Name`
+   - `Description`
+   - `Type`, which determines the type of feedback that will be collected, such as `boolean` or `integer`.
+4. Click **Create scorer**. Now, you can [use your scorer to make annotations](#use-the-human-annotation-scorer-in-the-ui).
 
-To create a scorer, click "create scorer" in the "Scorers" page (accessed via the navigation sidebar). Select the type of scorer, in this case: "Human annotation". Then fill out the subsequent form to configure the scorer, paying special attention to the `Type`, which will be used to determine the type of feedback that will be collected. Here is an example scorer configuration where a human labeler is asked to choose which type of document the llm used:
+In the following example, a human annotator is asked to select which type of document the LLM ingested. As such, the `Type` selected for the score configuration is an `enum` containing the possible document types.
 
 ![Human Annotation scorer form](./imgs/human-annotation-scorer-form.png)
 
-This scorer will automatically show up in the "Feedback" sidebar with the options provided.
+### Use the human annotation scorer in the UI
+
+Once you [create a human annotation scorer](#create-a-human-annotation-scorer-in-the-ui), it will automatically display in the **Feedback** sidebar of the call details page with the configured options. To use the scorer, do the following:
+
+1. In the sidebar, navigate to **Traces**
+2. Find the row for the call that you want to add a human annotation to.
+3. Open the call details page. 
+4. In the upper right corner, click the **Show feedback** button. 
 
-![Human Annotation scorer feedback sidebar](./imgs/full-feedback-sidebar.png)
+   ![Marker icon in call header](./imgs/marker-icon.png)
 
-Once labeled, the feedback can also be viewed in the calls table (refreshing the table may be required). The column can be ordered and filtered.
+   Your available human annotation scorers display in the sidebar. 
+
+   ![Human Annotation scorer feedback sidebar](./imgs/full-feedback-sidebar.png)
+5. Make an annotation.
+6. Click **Save**.
+7. In the call details page, click **Feedback** to view the calls table. The new annotation displays in the table. You can also view the annotations in the **Annotations** column in the call table in **Traces**.
+   
+   > Refresh the call table to view the most up-to-date information.
 
 ![Human Annotation scorer feedback in calls table](./imgs/feedback-in-the-table.png)
 
-### Through the API
+### Create a human annotation scorer using the API
+
+Human annotation scorers can also be created through the API.  Each scorer is its own object, which is created and updated independently. To create a human annotation scorer programmatically, do the following:
+
+1. Import the `AnnotationSpec` class from `weave.flow.annotation_spec` 
+2. Use the `save` method on the weave client to create the scorer. 
 
-Human annotation scorers can also be configured through the API. Each scorer is its own object, which is created and updated independently. The following example creates two scorers, one for the temperature of the llm call, and one for the tone of the response. Simply import the `AnnotationSpec` class from `weave.flow.annotation_spec` and use the `save` method on the weave client to create the scorer.
+In the following example, two scorers are created. The first scorer, `Temperature`, is used to score the perceived temperature of the LLM call. The second scorer, `Tone`, is used to score the tone of the LLM response. Each scorer is created using `save` with an associated object ID (`temperature-scorer` and `tone-scorer`).
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -242,9 +312,11 @@ Human annotation scorers can also be configured through the API. Each scorer is
   </TabItem>
 </Tabs>
 
-### Modifying a Human Annotation scorer
+### Modify a human annotation scorer using the API
 
-Building on the previous example, the following code creates a new version of the temperature scorer, by using the same object-id when saving.
+Expanding on [creating a human annotation scorer using the API](#create-a-human-annotation-scorer-using-the-api), the following example creates an updated version of the `Temperature` scorer, by using the original object ID (`temperature-scorer`) on `save`. The result is an updated object, with a history of all versions. 
+
+> You can view human annotation scorer object history in the **Scorers** tab under **Human annotations**.
 
 <Tabs groupId="programming-language">
   <TabItem value="python" label="Python" default>
@@ -275,6 +347,4 @@ Building on the previous example, the following code creates a new version of th
   </TabItem>
 </Tabs>
 
-The result is an updated object, with a history of all versions. This can be viewed in the scorers tab, under "Human annotations".
-
 ![Human Annotation scorer history](./imgs/human-annotation-scorer-history.png)
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
index 16fd9afd4ae..fb6174cf631 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/EmptyContent.tsx
@@ -215,7 +215,7 @@ export const EMPTY_PROPS_ANNOTATIONS: EmptyProps = {
     <>
       More information about creating and using annotation specifications for
       human labeling can be found in the{' '}
-      <TargetBlank href="https://weave-docs.wandb.ai/guides/tracking/feedback#human-annotation">
+      <TargetBlank href="https://weave-docs.wandb.ai/guides/tracking/feedback#add-human-annotations">
         documentation
       </TargetBlank>
       .

From 4e84d3abb696c43086c081ce6bc57d7fa98af58b Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Wed, 27 Nov 2024 12:38:01 -0800
Subject: [PATCH 39/82] chore(weave): load model default properly (#3096)

* load model default properly

* use js-levenstein

* lint
---
 .../Browse3/pages/PlaygroundPage/llmMaxTokens.ts    |  4 ++++
 .../pages/PlaygroundPage/usePlaygroundState.ts      | 13 +++++++++++--
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
index 4c545c82727..5e3d0a8d5d6 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
@@ -211,6 +211,10 @@ export const LLM_MAX_TOKENS = {
 
 export type LLMMaxTokensKey = keyof typeof LLM_MAX_TOKENS;
 
+export const LLM_MAX_TOKENS_KEYS: LLMMaxTokensKey[] = Object.keys(
+  LLM_MAX_TOKENS
+) as LLMMaxTokensKey[];
+
 export const LLM_PROVIDERS = ['openai', 'anthropic', 'gemini', 'groq'];
 export const LLM_PROVIDER_LABELS: Record<
   (typeof LLM_PROVIDERS)[number],
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/usePlaygroundState.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/usePlaygroundState.ts
index f034302c468..8c556edaef2 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/usePlaygroundState.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/usePlaygroundState.ts
@@ -1,6 +1,6 @@
 import {SetStateAction, useCallback, useState} from 'react';
 
-import {LLMMaxTokensKey} from './llmMaxTokens';
+import {LLM_MAX_TOKENS_KEYS, LLMMaxTokensKey} from './llmMaxTokens';
 import {
   OptionalTraceCallSchema,
   PlaygroundResponseFormats,
@@ -16,6 +16,8 @@ export const DEFAULT_SYSTEM_MESSAGE = {
   content: DEFAULT_SYSTEM_MESSAGE_CONTENT,
 };
 
+const DEFAULT_MODEL = 'gpt-4o-mini-2024-07-18' as LLMMaxTokensKey;
+
 const DEFAULT_PLAYGROUND_STATE = {
   traceCall: {
     inputs: {
@@ -34,7 +36,7 @@ const DEFAULT_PLAYGROUND_STATE = {
   presencePenalty: 0,
   //   nTimes: 1,
   maxTokensLimit: 16384,
-  model: 'gpt-4o-mini' as LLMMaxTokensKey,
+  model: DEFAULT_MODEL,
 };
 
 export const usePlaygroundState = () => {
@@ -106,6 +108,13 @@ export const usePlaygroundState = () => {
         if (inputs.presence_penalty) {
           newState.presencePenalty = parseFloat(inputs.presence_penalty);
         }
+        if (inputs.model) {
+          if (LLM_MAX_TOKENS_KEYS.includes(inputs.model as LLMMaxTokensKey)) {
+            newState.model = inputs.model as LLMMaxTokensKey;
+          } else {
+            newState.model = DEFAULT_MODEL;
+          }
+        }
         return [newState];
       });
     },

From 95057a90fc387babe16d0e5abb26b97e346c8921 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Wed, 27 Nov 2024 15:14:08 -0600
Subject: [PATCH 40/82] chore(ui): night mode text color for More link in nav
 (#3107)

---
 weave-js/src/components/FancyPage/FancyPageMenu.tsx | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/weave-js/src/components/FancyPage/FancyPageMenu.tsx b/weave-js/src/components/FancyPage/FancyPageMenu.tsx
index 8c170e816e1..c5971756016 100644
--- a/weave-js/src/components/FancyPage/FancyPageMenu.tsx
+++ b/weave-js/src/components/FancyPage/FancyPageMenu.tsx
@@ -44,7 +44,9 @@ export const FancyPageMenu = ({
             <ItemIcon color={colorIconBg}>
               <IconOverflowHorizontal />
             </ItemIcon>
-            <ItemLabel color={colorText}>More</ItemLabel>
+            <ItemLabel className="night-aware" color={colorText}>
+              More
+            </ItemLabel>
           </MenuButton>
         </div>
       </DropdownMenu.Trigger>

From 8950d3b87e1b2274e1215574eaf95beae85551cf Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Wed, 27 Nov 2024 15:35:08 -0600
Subject: [PATCH 41/82] chore(ui): rearrange nav (#3103)

---
 .../components/FancyPage/useProjectSidebar.ts | 102 ++++++++----------
 1 file changed, 44 insertions(+), 58 deletions(-)

diff --git a/weave-js/src/components/FancyPage/useProjectSidebar.ts b/weave-js/src/components/FancyPage/useProjectSidebar.ts
index 61fa0213b1a..5cd1190dbbe 100644
--- a/weave-js/src/components/FancyPage/useProjectSidebar.ts
+++ b/weave-js/src/components/FancyPage/useProjectSidebar.ts
@@ -41,14 +41,6 @@ export const useProjectSidebar = (
             label: 'Models',
             isShown: isShowAll,
           },
-          {
-            type: 'button' as const,
-            name: 'Overview',
-            slug: 'overview',
-            isShown: !isWeaveOnly,
-            isDisabled: false,
-            iconName: IconNames.Info,
-          },
           {
             type: 'button' as const,
             name: 'Workspace',
@@ -94,7 +86,7 @@ export const useProjectSidebar = (
             type: 'button' as const,
             name: 'Reports',
             slug: 'reportlist',
-            isShown: !isWeaveOnly,
+            isShown: isModelsOnly,
             isDisabled: viewingRestricted,
             iconName: IconNames.Report,
           },
@@ -106,21 +98,26 @@ export const useProjectSidebar = (
             iconName: IconNames.VersionsLayers,
             isDisabled: viewingRestricted,
           },
+          {
+            type: 'button' as const,
+            name: 'Overview',
+            slug: 'overview',
+            isShown: isModelsOnly,
+            iconName: IconNames.Info,
+          },
           {
             type: 'menuPlaceholder' as const,
             isShown: isShowAll,
             key: 'moreModels',
-            menu: ['charts', 'jobs', 'automations', 'sweeps', 'artifacts'],
+            menu: [
+              'jobs',
+              'automations',
+              'sweeps',
+              'reportlist',
+              'artifacts',
+              'overview',
+            ],
           },
-          // Remember to hide weave if env is not prod
-          // {
-          //   type: 'button' as const,
-          //   name: 'Weave',
-          //   slug: 'weave',
-          //   isShown: !showWeaveSidebarItems,
-          //   iconName: IconNames.CodeAlt,
-          //   isDisabled: viewingRestricted,
-          // },
           {
             type: 'divider' as const,
             key: 'dividerModelsWeave',
@@ -138,11 +135,6 @@ export const useProjectSidebar = (
             isShown: showWeaveSidebarItems || isShowAll,
             iconName: IconNames.LayoutTabs,
           },
-          {
-            type: 'divider' as const,
-            key: 'dividerWithinWeave-1',
-            isShown: isWeaveOnly,
-          },
           {
             type: 'button' as const,
             name: 'Evals',
@@ -152,56 +144,52 @@ export const useProjectSidebar = (
           },
           {
             type: 'button' as const,
-            name: 'Leaders',
-            slug: 'weave/leaderboards',
-            isShown: isWeaveOnly,
-            iconName: IconNames.BenchmarkSquare,
-          },
-          // Hiding until we want to release
-          {
-            type: 'button' as const,
-            name: 'Scorers',
-            slug: 'weave/scorers',
-            isShown: isWeaveOnly,
-            iconName: IconNames.TypeNumberAlt,
-          },
-          {
-            type: 'divider' as const,
-            key: 'dividerWithinWeave-2',
-            isShown: isWeaveOnly,
+            name: 'Playground',
+            slug: 'weave/playground',
+            isShown: showWeaveSidebarItems || isShowAll,
+            iconName: IconNames.RobotServiceMember,
           },
           {
             type: 'button' as const,
             name: 'Prompts',
             slug: 'weave/prompts',
-            isShown: showWeaveSidebarItems || isShowAll,
+            isShown: isWeaveOnly,
             iconName: IconNames.ForumChatBubble,
           },
           {
             type: 'button' as const,
             name: 'Models',
             slug: 'weave/models',
-            isShown: showWeaveSidebarItems || isShowAll,
+            isShown: isWeaveOnly,
             iconName: IconNames.Model,
           },
           {
             type: 'button' as const,
             name: 'Datasets',
             slug: 'weave/datasets',
-            isShown: showWeaveSidebarItems || isShowAll,
+            isShown: isWeaveOnly,
             iconName: IconNames.Table,
           },
           {
-            type: 'divider' as const,
-            key: 'dividerWithinWeave-3',
+            type: 'button' as const,
+            name: 'Scorers',
+            slug: 'weave/scorers',
             isShown: isWeaveOnly,
+            iconName: IconNames.TypeNumberAlt,
+          },
+          {
+            type: 'button' as const,
+            name: 'Leaders',
+            slug: 'weave/leaderboards',
+            isShown: false, // Only shown in overflow menu
+            iconName: IconNames.BenchmarkSquare,
           },
           {
             type: 'button' as const,
             name: 'Ops',
             slug: 'weave/operations',
             additionalSlugs: ['weave/op-versions'],
-            isShown: isWeaveOnly,
+            isShown: false, // Only shown in overflow menu
             iconName: IconNames.JobProgramCode,
           },
           {
@@ -209,29 +197,27 @@ export const useProjectSidebar = (
             name: 'Objects',
             slug: 'weave/objects',
             additionalSlugs: ['weave/object-versions'],
-            isShown: isWeaveOnly,
+            isShown: false, // Only shown in overflow menu
             iconName: IconNames.CubeContainer,
           },
           {
-            type: 'button' as const,
-            name: 'Playground',
-            slug: 'weave/playground',
+            type: 'menuPlaceholder' as const,
+            key: 'moreWeaveOnly',
             isShown: isWeaveOnly,
-            iconName: IconNames.RobotServiceMember,
+            menu: ['weave/leaderboards', 'weave/operations', 'weave/objects'],
           },
           {
             type: 'menuPlaceholder' as const,
-            // name: 'More',
-            // slug: 'moreWeave',
-            key: 'moreWeave',
+            key: 'moreWeaveBoth',
             isShown: isShowAll,
-            // iconName: IconNames.OverflowHorizontal,
             menu: [
-              'weave/leaderboards',
+              'weave/prompts',
+              'weave/models',
+              'weave/datasets',
               'weave/scorers',
+              'weave/leaderboards',
               'weave/operations',
               'weave/objects',
-              'weave/playground',
             ],
           },
         ];

From 1dd2a6bc2e24ac99d06d8dc33dc925c3ae383ee6 Mon Sep 17 00:00:00 2001
From: Soumik Rakshit <19soumik.rakshit96@gmail.com>
Date: Mon, 2 Dec 2024 19:51:27 +0530
Subject: [PATCH 42/82] fix(weave): dictify for vertexai integration (#3110)

* fix: dictify for vertexai integration

* add: patching for send_message

* update: vertexai tests

* fix: lint

* update: pyproject.toml
---
 pyproject.toml                               |  2 +-
 tests/integrations/vertexai/vertexai_test.py | 59 ++++++++++++++++++++
 weave/integrations/vertexai/vertexai_sdk.py  | 30 +++++++++-
 3 files changed, 87 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 27da86da758..2f3e4c93bab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,7 +53,7 @@ cerebras = ["cerebras-cloud-sdk"]
 cohere = ["cohere>=5.9.1,<5.9.3"]
 dspy = ["dspy>=0.1.5", "litellm<=1.49.1"]
 google_ai_studio = ["google-generativeai>=0.8.3"]
-groq = ["groq>=0.9.0"]
+groq = ["groq>=0.13.0"]
 instructor = [
   "instructor>=1.4.3,<1.7.0; python_version <= '3.9'",
   "instructor>=1.4.3; python_version > '3.9'",
diff --git a/tests/integrations/vertexai/vertexai_test.py b/tests/integrations/vertexai/vertexai_test.py
index 4af39e62e32..951c0508751 100644
--- a/tests/integrations/vertexai/vertexai_test.py
+++ b/tests/integrations/vertexai/vertexai_test.py
@@ -123,3 +123,62 @@ async def get_response():
     output = call.output
     assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
     assert output["candidates"][0]["content"]["role"] == "model"
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.skip_clickhouse_client
+def test_chat_session(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+    chat = model.start_chat()
+    chat.send_message("What is the capital of France?")
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
+    assert output["candidates"][0]["finish_reason"] == "STOP"
+    assert "gemini-1.5-flash" in output["model_version"]
+
+
+@pytest.mark.skip(
+    reason="This test depends on a non-deterministic external service provider"
+)
+@pytest.mark.flaky(reruns=5, reruns_delay=2)
+@pytest.mark.asyncio
+@pytest.mark.skip_clickhouse_client
+async def test_chat_session_async(client):
+    import vertexai
+    from vertexai.generative_models import GenerativeModel
+
+    vertexai.init(project="wandb-growth", location="us-central1")
+    model = GenerativeModel("gemini-1.5-flash")
+    chat = model.start_chat()
+    await chat.send_message_async("What is the capital of France?")
+
+    calls = list(client.calls())
+    assert len(calls) == 1
+
+    call = calls[0]
+    assert call.started_at < call.ended_at
+
+    trace_name = op_name_from_ref(call.op_name)
+    assert trace_name == "vertexai.GenerativeModel.generate_content"
+    output = call.output
+    assert "paris" in output["candidates"][0]["content"]["parts"][0]["text"].lower()
+    assert output["candidates"][0]["content"]["role"] == "model"
+    assert output["candidates"][0]["finish_reason"] == "STOP"
+    assert "gemini-1.5-flash" in output["model_version"]
diff --git a/weave/integrations/vertexai/vertexai_sdk.py b/weave/integrations/vertexai/vertexai_sdk.py
index 348c9760ac4..c2f7a9906c7 100644
--- a/weave/integrations/vertexai/vertexai_sdk.py
+++ b/weave/integrations/vertexai/vertexai_sdk.py
@@ -5,12 +5,25 @@
 import weave
 from weave.trace.op_extensions.accumulator import add_accumulator
 from weave.trace.patcher import MultiPatcher, SymbolPatcher
+from weave.trace.serialize import dictify
 from weave.trace.weave_client import Call
 
 if TYPE_CHECKING:
     from vertexai.generative_models import GenerationResponse
 
 
+def vertexai_postprocess_inputs(inputs: dict[str, Any]) -> dict[str, Any]:
+    if "self" in inputs:
+        model_name = (
+            inputs["self"]._model_name
+            if hasattr(inputs["self"], "_model_name")
+            else inputs["self"]._model._model_name
+        )
+        inputs["self"] = dictify(inputs["self"])
+        inputs["model_name"] = model_name
+    return inputs
+
+
 def vertexai_accumulator(
     acc: Optional["GenerationResponse"], value: "GenerationResponse"
 ) -> "GenerationResponse":
@@ -51,11 +64,12 @@ def vertexai_accumulator(
 def vertexai_on_finish(
     call: Call, output: Any, exception: Optional[BaseException]
 ) -> None:
-    original_model_name = call.inputs["self"]._model_name
+    original_model_name = call.inputs["model_name"]
     model_name = original_model_name.split("/")[-1]
     usage = {model_name: {"requests": 1}}
     summary_update = {"usage": usage}
     if output:
+        call.output = dictify(output)
         usage[model_name].update(
             {
                 "prompt_tokens": output.usage_metadata.prompt_token_count,
@@ -69,7 +83,7 @@ def vertexai_on_finish(
 
 def vertexai_wrapper_sync(name: str) -> Callable[[Callable], Callable]:
     def wrapper(fn: Callable) -> Callable:
-        op = weave.op()(fn)
+        op = weave.op(postprocess_inputs=vertexai_postprocess_inputs)(fn)
         op.name = name  # type: ignore
         op._set_on_finish_handler(vertexai_on_finish)
         return add_accumulator(
@@ -92,7 +106,7 @@ async def _async_wrapper(*args: Any, **kwargs: Any) -> Any:
             return _async_wrapper
 
         "We need to do this so we can check if `stream` is used"
-        op = weave.op()(_fn_wrapper(fn))
+        op = weave.op(postprocess_inputs=vertexai_postprocess_inputs)(_fn_wrapper(fn))
         op.name = name  # type: ignore
         op._set_on_finish_handler(vertexai_on_finish)
         return add_accumulator(
@@ -119,6 +133,16 @@ async def _async_wrapper(*args: Any, **kwargs: Any) -> Any:
                 name="vertexai.GenerativeModel.generate_content_async"
             ),
         ),
+        SymbolPatcher(
+            lambda: importlib.import_module("vertexai.generative_models"),
+            "ChatSession.send_message",
+            vertexai_wrapper_sync(name="vertexai.ChatSession.send_message"),
+        ),
+        SymbolPatcher(
+            lambda: importlib.import_module("vertexai.generative_models"),
+            "ChatSession.send_message_async",
+            vertexai_wrapper_async(name="vertexai.ChatSession.send_message_async"),
+        ),
         SymbolPatcher(
             lambda: importlib.import_module("vertexai.preview.vision_models"),
             "ImageGenerationModel.generate_images",

From 4efd840d6a7a7439f75b7458663af12d29c142e7 Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Mon, 2 Dec 2024 07:30:53 -0800
Subject: [PATCH 43/82] feat(weave): add Bedrock llms to playground (#3092)

* add headers to llm dropdown, and default the value

* add bedrock calls to playground

* lint

* llm headers

* undo changes

* pr comments
---
 .../PlaygroundChat/PlaygroundChatTopBar.tsx   |   2 +-
 .../pages/PlaygroundPage/llmMaxTokens.ts      | 141 +++++++++++++++++-
 .../clickhouse_trace_server_batched.py        |   9 +-
 weave/trace_server/llm_completion.py          |  66 +++++++-
 .../model_providers/model_providers.json      |   2 +-
 .../model_providers/model_providers.py        |   1 +
 6 files changed, 214 insertions(+), 7 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
index 5681b81e1b9..8b49483a4ed 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/PlaygroundChat/PlaygroundChatTopBar.tsx
@@ -78,7 +78,7 @@ export const PlaygroundChatTopBar: React.FC<PlaygroundChatTopBarProps> = ({
   ) => {
     setPlaygroundStateField(index, 'model', model);
     setPlaygroundStateField(index, 'maxTokensLimit', maxTokens);
-    setPlaygroundStateField(index, 'maxTokens', maxTokens / 2);
+    setPlaygroundStateField(index, 'maxTokens', Math.floor(maxTokens / 2));
   };
 
   const ConfirmClearModal: React.FC<{
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
index 5e3d0a8d5d6..4b12110cc38 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
@@ -207,6 +207,137 @@ export const LLM_MAX_TOKENS = {
     max_tokens: 65536,
     supports_function_calling: true,
   },
+
+  'ai21.j2-mid-v1': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'ai21.j2-ultra-v1': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'amazon.titan-text-lite-v1': {
+    provider: 'bedrock',
+    max_tokens: 4000,
+    supports_function_calling: false,
+  },
+  'amazon.titan-text-express-v1': {
+    provider: 'bedrock',
+    max_tokens: 8000,
+    supports_function_calling: false,
+  },
+  'mistral.mistral-7b-instruct-v0:2': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'mistral.mixtral-8x7b-instruct-v0:1': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'mistral.mistral-large-2402-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: true,
+  },
+  'mistral.mistral-large-2407-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: true,
+  },
+  'anthropic.claude-3-sonnet-20240229-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'anthropic.claude-3-5-sonnet-20240620-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'anthropic.claude-3-haiku-20240307-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'anthropic.claude-3-opus-20240229-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
+  'anthropic.claude-v2': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'anthropic.claude-v2:1': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'anthropic.claude-instant-v1': {
+    provider: 'bedrock',
+    max_tokens: 8191,
+    supports_function_calling: false,
+  },
+  'cohere.command-text-v14': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'cohere.command-light-text-v14': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'cohere.command-r-plus-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'cohere.command-r-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'meta.llama2-13b-chat-v1': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'meta.llama2-70b-chat-v1': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: false,
+  },
+  'meta.llama3-8b-instruct-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 2048,
+    supports_function_calling: false,
+  },
+  'meta.llama3-70b-instruct-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 2048,
+    supports_function_calling: false,
+  },
+  'meta.llama3-1-8b-instruct-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 2048,
+    supports_function_calling: true,
+  },
+  'meta.llama3-1-70b-instruct-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 2048,
+    supports_function_calling: true,
+  },
+  'meta.llama3-1-405b-instruct-v1:0': {
+    provider: 'bedrock',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
 };
 
 export type LLMMaxTokensKey = keyof typeof LLM_MAX_TOKENS;
@@ -215,7 +346,14 @@ export const LLM_MAX_TOKENS_KEYS: LLMMaxTokensKey[] = Object.keys(
   LLM_MAX_TOKENS
 ) as LLMMaxTokensKey[];
 
-export const LLM_PROVIDERS = ['openai', 'anthropic', 'gemini', 'groq'];
+export const LLM_PROVIDERS = [
+  'openai',
+  'anthropic',
+  'gemini',
+  'groq',
+  'bedrock',
+];
+
 export const LLM_PROVIDER_LABELS: Record<
   (typeof LLM_PROVIDERS)[number],
   string
@@ -224,4 +362,5 @@ export const LLM_PROVIDER_LABELS: Record<
   anthropic: 'Anthropic',
   gemini: 'Gemini',
   groq: 'Groq',
+  bedrock: 'Bedrock',
 };
diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index 7dd19ba02ff..943ef31b0b8 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -1462,14 +1462,19 @@ def completions_create(
         if not secret_name:
             raise InvalidRequest(f"No secret name found for model {model_name}")
         api_key = secret_fetcher.fetch(secret_name).get("secrets", {}).get(secret_name)
-        if not api_key:
+        isBedrock = model_info.get("litellm_provider") == "bedrock"
+        if not api_key and not isBedrock:
             raise MissingLLMApiKeyError(
                 f"No API key {secret_name} found for model {model_name}",
                 api_key_name=secret_name,
             )
 
         start_time = datetime.datetime.now()
-        res = lite_llm_completion(api_key, req.inputs)
+        res = lite_llm_completion(
+            api_key,
+            req.inputs,
+            isBedrock,
+        )
         end_time = datetime.datetime.now()
 
         if not req.track_llm_call:
diff --git a/weave/trace_server/llm_completion.py b/weave/trace_server/llm_completion.py
index ecb02011cd2..754bbb5eb92 100644
--- a/weave/trace_server/llm_completion.py
+++ b/weave/trace_server/llm_completion.py
@@ -1,19 +1,81 @@
+from typing import Optional
+
 from weave.trace_server import trace_server_interface as tsi
+from weave.trace_server.errors import (
+    InvalidRequest,
+    MissingLLMApiKeyError,
+)
+from weave.trace_server.secret_fetcher_context import _secret_fetcher_context
 
 
 def lite_llm_completion(
-    api_key: str, inputs: tsi.CompletionsCreateRequestInputs
+    api_key: str,
+    inputs: tsi.CompletionsCreateRequestInputs,
+    isBedrock: bool,
 ) -> tsi.CompletionsCreateRes:
+    aws_access_key_id, aws_secret_access_key, aws_region_name = None, None, None
+    if isBedrock:
+        aws_access_key_id, aws_secret_access_key, aws_region_name = (
+            get_bedrock_credentials(inputs.model)
+        )
+
     import litellm
 
     # This allows us to drop params that are not supported by the LLM provider
     litellm.drop_params = True
     try:
         res = litellm.completion(
-            **inputs.model_dump(exclude_none=True), api_key=api_key
+            **inputs.model_dump(exclude_none=True),
+            api_key=api_key,
+            aws_access_key_id=aws_access_key_id,
+            aws_secret_access_key=aws_secret_access_key,
+            aws_region_name=aws_region_name,
         )
         return tsi.CompletionsCreateRes(response=res.model_dump())
     except Exception as e:
         error_message = str(e)
         error_message = error_message.replace("litellm.", "")
         return tsi.CompletionsCreateRes(response={"error": error_message})
+
+
+def get_bedrock_credentials(
+    model_name: str,
+) -> tuple[Optional[str], Optional[str], Optional[str]]:
+    secret_fetcher = _secret_fetcher_context.get()
+    if not secret_fetcher:
+        raise InvalidRequest(
+            f"No secret fetcher found, cannot fetch API key for model {model_name}"
+        )
+
+    aws_access_key_id = (
+        secret_fetcher.fetch("AWS_ACCESS_KEY_ID")
+        .get("secrets", {})
+        .get("AWS_ACCESS_KEY_ID")
+    )
+    aws_secret_access_key = (
+        secret_fetcher.fetch("AWS_SECRET_ACCESS_KEY")
+        .get("secrets", {})
+        .get("AWS_SECRET_ACCESS_KEY")
+    )
+    aws_region_name = (
+        secret_fetcher.fetch("AWS_REGION_NAME")
+        .get("secrets", {})
+        .get("AWS_REGION_NAME")
+    )
+    if not aws_region_name:
+        raise MissingLLMApiKeyError(
+            f"No AWS region name found for model {model_name}",
+            api_key_name="AWS_REGION_NAME",
+        )
+    elif not aws_access_key_id:
+        raise MissingLLMApiKeyError(
+            f"No AWS access key ID found for model {model_name}",
+            api_key_name="AWS_ACCESS_KEY_ID",
+        )
+    elif not aws_secret_access_key:
+        raise MissingLLMApiKeyError(
+            f"No AWS secret access key found for model {model_name}",
+            api_key_name="AWS_SECRET_ACCESS_KEY",
+        )
+
+    return aws_access_key_id, aws_secret_access_key, aws_region_name
diff --git a/weave/trace_server/model_providers/model_providers.json b/weave/trace_server/model_providers/model_providers.json
index 5349ff3625a..8b0c0320176 100644
--- a/weave/trace_server/model_providers/model_providers.json
+++ b/weave/trace_server/model_providers/model_providers.json
@@ -1 +1 @@
-{"gpt-4": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-audio-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-audio-preview-2024-10-01": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-mini": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-mini-2024-07-18": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "o1-mini": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "o1-mini-2024-09-12": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "o1-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "o1-preview-2024-09-12": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "chatgpt-4o-latest": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-2024-05-13": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4o-2024-08-06": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-turbo-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-0314": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-32k": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-32k-0314": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-32k-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-turbo": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-turbo-2024-04-09": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-1106-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-0125-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-vision-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-4-1106-vision-preview": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-0301": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-1106": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-0125": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-16k": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "gpt-3.5-turbo-16k-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-3.5-turbo": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-3.5-turbo-0125": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-3.5-turbo-1106": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-3.5-turbo-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-4-0613": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-4o-2024-08-06": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "ft:gpt-4o-mini-2024-07-18": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-embedding-3-large": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-embedding-3-small": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-embedding-ada-002": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-embedding-ada-002-v2": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-moderation-stable": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-moderation-007": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "text-moderation-latest": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "256-x-256/dall-e-2": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "512-x-512/dall-e-2": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "1024-x-1024/dall-e-2": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "hd/1024-x-1792/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "hd/1792-x-1024/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "hd/1024-x-1024/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "standard/1024-x-1792/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "standard/1792-x-1024/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "standard/1024-x-1024/dall-e-3": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "whisper-1": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "tts-1": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "tts-1-hd": {"litellm_provider": "openai", "api_key_name": "OPENAI_API_KEY"}, "claude-instant-1": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "groq/llama2-70b-4096": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama3-8b-8192": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama3-70b-8192": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama-3.1-8b-instant": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama-3.1-70b-versatile": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama-3.1-405b-reasoning": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/mixtral-8x7b-32768": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/gemma-7b-it": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/gemma2-9b-it": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama3-groq-70b-8192-tool-use-preview": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "groq/llama3-groq-8b-8192-tool-use-preview": {"litellm_provider": "groq", "api_key_name": "GEMMA_API_KEY"}, "claude-instant-1.2": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-2": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-2.1": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-3-haiku-20240307": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-3-opus-20240229": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-3-sonnet-20240229": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-3-5-sonnet-20240620": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "claude-3-5-sonnet-20241022": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}, "gemini/gemini-1.5-flash-002": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash-001": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash-latest": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash-8b-exp-0924": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash-exp-0827": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-flash-8b-exp-0827": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-pro": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro-002": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro-001": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro-exp-0801": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro-exp-0827": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-1.5-pro-latest": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-pro-vision": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-gemma-2-27b-it": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "gemini/gemini-gemma-2-9b-it": {"litellm_provider": "gemini", "api_key_name": "GOOGLE_API_KEY"}, "anthropic/claude-3-5-sonnet-20241022": {"litellm_provider": "anthropic", "api_key_name": "ANTHROPIC_API_KEY"}}
\ No newline at end of file
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"bedrock/us-east-1/1-month-commitment/anthropic.claude-v2": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/6-month-commitment/anthropic.claude-v2": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/1-month-commitment/anthropic.claude-v2": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/6-month-commitment/anthropic.claude-v2": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/1-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/6-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/1-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/6-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/1-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/6-month-commitment/anthropic.claude-v2:1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/1-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/6-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/1-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/6-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-2/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/1-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-central-1/6-month-commitment/anthropic.claude-instant-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.command-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/*/1-month-commitment/cohere.command-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/*/6-month-commitment/cohere.command-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.command-light-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/*/1-month-commitment/cohere.command-light-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/*/6-month-commitment/cohere.command-light-text-v14": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.command-r-plus-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.command-r-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.embed-english-v3": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "cohere.embed-multilingual-v3": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama2-13b-chat-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama2-70b-chat-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-south-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ca-central-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-west-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-west-2/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/sa-east-1/meta.llama3-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-east-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/us-west-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ap-south-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/ca-central-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-west-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/eu-west-2/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "bedrock/sa-east-1/meta.llama3-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-1-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-1-8b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-1-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-1-70b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-1-405b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-1-405b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-2-1b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-2-1b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "eu.meta.llama3-2-1b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-2-3b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-2-3b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "eu.meta.llama3-2-3b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-2-11b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-2-11b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "meta.llama3-2-90b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "us.meta.llama3-2-90b-instruct-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "512-x-512/50-steps/stability.stable-diffusion-xl-v0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "512-x-512/max-steps/stability.stable-diffusion-xl-v0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "max-x-max/50-steps/stability.stable-diffusion-xl-v0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "max-x-max/max-steps/stability.stable-diffusion-xl-v0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "1024-x-1024/50-steps/stability.stable-diffusion-xl-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "1024-x-1024/max-steps/stability.stable-diffusion-xl-v1": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "stability.sd3-large-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}, "stability.stable-image-ultra-v1:0": {"litellm_provider": "bedrock", "api_key_name": "BEDROCK_API_KEY"}}
\ No newline at end of file
diff --git a/weave/trace_server/model_providers/model_providers.py b/weave/trace_server/model_providers/model_providers.py
index 2475218b022..135ed91e2b1 100644
--- a/weave/trace_server/model_providers/model_providers.py
+++ b/weave/trace_server/model_providers/model_providers.py
@@ -15,6 +15,7 @@
     "openai": "OPENAI_API_KEY",
     "fireworks": "FIREWORKS_API_KEY",
     "groq": "GEMMA_API_KEY",
+    "bedrock": "BEDROCK_API_KEY",
 }
 
 

From 86fd8647c56492c5744696b5c8508e6671c629cb Mon Sep 17 00:00:00 2001
From: J2-D2-3PO <188380414+J2-D2-3PO@users.noreply.github.com>
Date: Mon, 2 Dec 2024 12:33:45 -0700
Subject: [PATCH 44/82] Update Playground docs with Bedrock info (#3117)

---
 docs/docs/guides/tools/playground.md | 40 ++++++++++++++++++++++++----
 1 file changed, 35 insertions(+), 5 deletions(-)

diff --git a/docs/docs/guides/tools/playground.md b/docs/docs/guides/tools/playground.md
index a3a0654f446..ad7a983aa29 100644
--- a/docs/docs/guides/tools/playground.md
+++ b/docs/docs/guides/tools/playground.md
@@ -16,7 +16,7 @@ Evaluating LLM prompts and responses is challenging. The Weave Playground is des
 Get started with the Playground to optimize your LLM interactions and streamline your prompt engineering process and LLM application development.
 
 - [Prerequisites](#prerequisites)
-   - [Add a provider API key](#add-a-provider-api-key)
+   - [Add provider credentials and information](#add-provider-credentials-and-information)
    - [Access the Playground](#access-the-playground)
 - [Select an LLM](#select-an-llm)
 - [Adjust LLM parameters](#adjust-llm-parameters)
@@ -27,17 +27,21 @@ Get started with the Playground to optimize your LLM interactions and streamline
 
 ## Prerequisites
 
-Before you can use Playground, you must [add an API key](#add-a-provider-api-key) for your preferred LLM provider(s), and [open the Playground UI](#access-the-playground). 
+Before you can use Playground, you must [add provider credentials](#add-provider-credentials-and-information), and [open the Playground UI](#access-the-playground). 
 
-### Add a provider API key 
+### Add provider credentials and information 
 
-Playground currently supports OpenAI, Anthropic, Gemini, and Groq models.
-To use one of the available LLMs, your W&B admin must add the appropriate API key to your team secrets in W&B settings.
+Playground currently supports OpenAI, Anthropic, Gemini, Groq, and Amazon Bedrock models.
+To use one of the available models, add the appropriate information to your team secrets in W&B settings.
 
 - OpenAI: `OPENAI_API_KEY`
 - Anthropic: `ANTHROPIC_API_KEY`
 - Gemini: `GOOGLE_API_KEY`
 - Groq: `GEMMA_API_KEY`
+- Amazon Bedrock:
+   - `AWS_ACCESS_KEY_ID`
+   - `AWS_SECRET_ACCESS_KEY`
+   - `AWS_REGION_NAME`
 
 ### Access the Playground
 
@@ -105,6 +109,32 @@ You can switch the LLM using the dropdown menu in the top left. Currently, the a
 - o1-mini
 - o1-preview-2024-09-12
 - o1-preview
+- ai21.j2-mid-v1
+- ai21.j2-ultra-v1
+- amazon.titan-text-lite-v1
+- amazon.titan-text-express-v1
+- mistral.mistral-7b-instruct-v0:2
+- mistral.mixtral-8x7b-instruct-v0:1
+- mistral.mistral-large-2402-v1:0
+- mistral.mistral-large-2407-v1:0
+- anthropic.claude-3-sonnet-20240229-v1:0
+- anthropic.claude-3-5-sonnet-20240620-v1:0
+- anthropic.claude-3-haiku-20240307-v1:0
+- anthropic.claude-3-opus-20240229-v1:0
+- anthropic.claude-v2
+- anthropic.claude-v2:1
+- anthropic.claude-instant-v1
+- cohere.command-text-v14
+- cohere.command-light-text-v14
+- cohere.command-r-plus-v1:0
+- cohere.command-r-v1:0
+- meta.llama2-13b-chat-v1
+- meta.llama2-70b-chat-v1
+- meta.llama3-8b-instruct-v1:0
+- meta.llama3-70b-instruct-v1:0
+- meta.llama3-1-8b-instruct-v1:0
+- meta.llama3-1-70b-instruct-v1:0
+- meta.llama3-1-405b-instruct-v1:0
 
 ## Adjust LLM parameters
 

From 1429c8c8db45f1b97fcd393b48dc05297db939eb Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Mon, 2 Dec 2024 13:59:52 -0600
Subject: [PATCH 45/82] docs(weave): Include Prompt classes in generated API
 docs (#3099)

---
 weave/__init__.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/weave/__init__.py b/weave/__init__.py
index 781d1e89d89..87ae9aee013 100644
--- a/weave/__init__.py
+++ b/weave/__init__.py
@@ -12,9 +12,7 @@
 from weave.flow.eval import Evaluation, Scorer
 from weave.flow.model import Model
 from weave.flow.obj import Object
-from weave.flow.prompt.prompt import EasyPrompt, Prompt
-from weave.flow.prompt.prompt import MessagesPrompt as MessagesPrompt
-from weave.flow.prompt.prompt import StringPrompt as StringPrompt
+from weave.flow.prompt.prompt import EasyPrompt, MessagesPrompt, Prompt, StringPrompt
 from weave.trace.util import Thread as Thread
 from weave.trace.util import ThreadPoolExecutor as ThreadPoolExecutor
 
@@ -38,6 +36,8 @@
     Dataset,
     Model,
     Prompt,
+    StringPrompt,
+    MessagesPrompt,
     Evaluation,
     Scorer,
 ]

From fcd3ea2e8668cea5a7a809c4ed253c0143d044f9 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Mon, 2 Dec 2024 14:11:35 -0600
Subject: [PATCH 46/82] fix(ui): emojis looking bad in night mode (#3118)

---
 .../Home/Browse3/feedback/EmojiDetails.tsx                    | 2 +-
 .../Home/Browse3/feedback/FeedbackGridInner.tsx               | 4 +++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/EmojiDetails.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/EmojiDetails.tsx
index cc67d7e6380..e018fe28c17 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/EmojiDetails.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/EmojiDetails.tsx
@@ -63,7 +63,7 @@ export const EmojiDetails = ({
   return (
     <Tailwind>
       <div className="max-w-xs">
-        <div className="text-center text-7xl">{emoji}</div>
+        <div className="night-aware text-center text-7xl">{emoji}</div>
         {Object.entries(groupedByAlias).map(([alias, aliasReactions]) => {
           // TODO (Tim): After https://github.com/wandb/core/pull/22947 is deployed,
           // change the fallback from `r.wb_user_id` to `null`-like (this means no access)
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/FeedbackGridInner.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/FeedbackGridInner.tsx
index 5a47b8d1bd2..15a4bad2262 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/FeedbackGridInner.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/FeedbackGridInner.tsx
@@ -40,7 +40,9 @@ export const FeedbackGridInner = ({
           return <CellValueString value={params.row.payload.note} />;
         }
         if (params.row.feedback_type === 'wandb.reaction.1') {
-          return params.row.payload.emoji;
+          return (
+            <span className="night-aware">{params.row.payload.emoji}</span>
+          );
         }
         if (params.row.feedback_type.startsWith('wandb.annotation.')) {
           return (

From 3aeecda9d91124f85bfd3f80ac683c9652e3f76d Mon Sep 17 00:00:00 2001
From: Tim Sweeney <tim@wandb.com>
Date: Mon, 2 Dec 2024 13:05:41 -0800
Subject: [PATCH 47/82] chore(weave): Hide scorer UI from all users (#3121)

* init

* init
---
 .../Home/Browse3/pages/CallPage/CallPage.tsx               | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 94bc220d1fe..3877ccf0033 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -1,5 +1,4 @@
 import Box from '@mui/material/Box';
-import {useViewerInfo} from '@wandb/weave/common/hooks/useViewerInfo';
 import {Loading} from '@wandb/weave/components/Loading';
 import {urlPrefixed} from '@wandb/weave/config';
 import {useViewTraceEvent} from '@wandb/weave/integrations/analytics/useViewEvents';
@@ -71,8 +70,10 @@ export const CallPage: FC<{
 };
 
 export const useShowRunnableUI = () => {
-  const viewerInfo = useViewerInfo();
-  return viewerInfo.loading ? false : viewerInfo.userInfo?.admin;
+  return false;
+  // Uncomment to re-enable.
+  // const viewerInfo = useViewerInfo();
+  // return viewerInfo.loading ? false : viewerInfo.userInfo?.admin;
 };
 
 const useCallTabs = (call: CallSchema) => {

From 52e7d96cd1ace826d8da6a694a2c778d7660c327 Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Mon, 2 Dec 2024 14:21:35 -0800
Subject: [PATCH 48/82] chore(weave): remote trace server client retries http
 500 (#3116)

---
 .../test_remote_http_trace_server.py             | 16 ++++++----------
 .../remote_http_trace_server.py                  |  9 +--------
 2 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/tests/trace_server/test_remote_http_trace_server.py b/tests/trace_server/test_remote_http_trace_server.py
index 5358c19d129..5c1830e1c8e 100644
--- a/tests/trace_server/test_remote_http_trace_server.py
+++ b/tests/trace_server/test_remote_http_trace_server.py
@@ -42,7 +42,7 @@ def test_ok(self, mock_post):
         mock_post.assert_called_once()
 
     @patch("weave.trace_server.requests.post")
-    def test_400_500_no_retry(self, mock_post):
+    def test_400_no_retry(self, mock_post):
         call_id = generate_id()
         resp1 = requests.Response()
         resp1.json = lambda: dict(
@@ -50,29 +50,25 @@ def test_400_500_no_retry(self, mock_post):
         )
         resp1.status_code = 400
 
-        resp2 = requests.Response()
-        resp2.status_code = 500
-
         mock_post.side_effect = [
             resp1,
-            resp2,
         ]
 
         start = generate_start(call_id)
         with self.assertRaises(requests.HTTPError):
             self.server.call_start(tsi.CallStartReq(start=start))
 
-        with self.assertRaises(requests.HTTPError):
-            self.server.call_start(tsi.CallStartReq(start=start))
-
     def test_invalid_no_retry(self):
         with self.assertRaises(ValidationError):
             self.server.call_start(tsi.CallStartReq(start={"invalid": "broken"}))
 
     @patch("weave.trace_server.requests.post")
-    def test_502_503_504_429_retry(self, mock_post):
+    def test_500_502_503_504_429_retry(self, mock_post):
         call_id = generate_id()
 
+        resp0 = requests.Response()
+        resp0.status_code = 500
+
         resp1 = requests.Response()
         resp1.status_code = 502
 
@@ -91,7 +87,7 @@ def test_502_503_504_429_retry(self, mock_post):
         )
         resp5.status_code = 200
 
-        mock_post.side_effect = [resp1, resp2, resp3, resp4, resp5]
+        mock_post.side_effect = [resp0, resp1, resp2, resp3, resp4, resp5]
         start = generate_start(call_id)
         self.server.call_start(tsi.CallStartReq(start=start))
 
diff --git a/weave/trace_server_bindings/remote_http_trace_server.py b/weave/trace_server_bindings/remote_http_trace_server.py
index d0b2fb06c36..b749af60d24 100644
--- a/weave/trace_server_bindings/remote_http_trace_server.py
+++ b/weave/trace_server_bindings/remote_http_trace_server.py
@@ -55,14 +55,7 @@ def _is_retryable_exception(e: Exception) -> bool:
         if code_class == 4 and e.response.status_code != 429:
             return False
 
-        # Unknown server error
-        # TODO(np): We need to fix the server to return proper status codes
-        # for downstream 401, 403, 404, etc... Those should propagate back to
-        # the client.
-        if e.response.status_code == 500:
-            return False
-
-    # Otherwise, retry: Non-500 5xx, OSError, ConnectionError, ConnectionResetError, IOError, etc...
+    # Otherwise, retry: 5xx, OSError, ConnectionError, ConnectionResetError, IOError, etc...
     return True
 
 

From 226ecdf4d300a4646657f6b85ece6ec7301ef97d Mon Sep 17 00:00:00 2001
From: domphan-wandb <dominic.phan@wandb.com>
Date: Mon, 2 Dec 2024 15:14:11 -0800
Subject: [PATCH 49/82] test(weave_query): delete flaky batching stress test
 (#3120)

---
 weave-js/src/core/server/remoteHttp.test.ts | 113 --------------------
 1 file changed, 113 deletions(-)

diff --git a/weave-js/src/core/server/remoteHttp.test.ts b/weave-js/src/core/server/remoteHttp.test.ts
index 281f64467b7..6beb693d4c6 100644
--- a/weave-js/src/core/server/remoteHttp.test.ts
+++ b/weave-js/src/core/server/remoteHttp.test.ts
@@ -478,117 +478,4 @@ describe('RemoteHttpServer', () => {
       ]);
     });
   });
-
-  it('multiple rounds of multi-batching crossed wires stress test -- multi .query()', () => {
-    const fetch = vi
-      .fn()
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [0, 1, 2, 3, 4]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [5, 6, 7, 8, 9]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [10, 11, 12, 13, 14]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [15, 16, 17, 18, 19]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [20, 21, 22, 23, 24]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [25, 26, 27, 28, 29]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [30, 31, 32, 33, 34]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [35, 36, 37, 38, 39]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [40, 41, 42, 43, 44]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [45, 46, 47, 48, 49]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [50, 51, 52, 53, 54]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [55, 56, 57, 58, 59]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [60, 61, 62, 63, 64]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [65, 66, 67, 68, 69]}),
-      })
-      .mockReturnValueOnce({
-        ok: true,
-        json: () => Promise.resolve({data: [70, 71, 72, 73, 74]}),
-      });
-
-    const result = Promise.all(
-      _.range(15).flatMap(e => {
-        const commonNode = constNumber(e * 5);
-        const leafNodes = _.range(5).map(
-          n =>
-            [
-              e * 5 + n,
-              opNumberAdd({
-                rhs: opNumberAdd({
-                  lhs: commonNode,
-                  rhs: constNumber(n),
-                }),
-              }),
-            ] as const
-        );
-
-        // Leaf nodes is 25 elements, every group of 5 share a common node
-        // so we expect 5 batches
-        const server = new RemoteHttpServer(
-          {
-            weaveUrl: 'https://weave-host/execute',
-            mergeInexpensiveBatches: false,
-            fetch,
-          },
-          StaticOpStore.getInstance()
-        );
-        return new Promise(resolve => {
-          setTimeout(
-            () =>
-              resolve(
-                Promise.all(
-                  leafNodes.map(async n => {
-                    return [n[0], await server.query([n[1]])] as const;
-                  })
-                )
-              ),
-            e * 100
-          );
-        });
-      })
-    );
-    return (result as any).then((r: Array<any>) => {
-      expect(fetch).toHaveBeenCalledTimes(15); // 5 batches
-      const expected = r.flat(1).map(([e]) => e);
-      const actual = r.flat(1).map(([__, a]) => a[0]);
-      expect(actual).toEqual(expected);
-    });
-  });
 });

From 5ca874e453fd61ac78a5c8feee300e20b2a9351d Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Mon, 2 Dec 2024 15:32:14 -0800
Subject: [PATCH 50/82] chore(weave): increase call start/end timestamp
 resolution to microseconds (#3119)

---
 .../009_increase_call_timestamp_resolution.down.sql         | 6 ++++++
 .../009_increase_call_timestamp_resolution.up.sql           | 6 ++++++
 2 files changed, 12 insertions(+)
 create mode 100644 weave/trace_server/migrations/009_increase_call_timestamp_resolution.down.sql
 create mode 100644 weave/trace_server/migrations/009_increase_call_timestamp_resolution.up.sql

diff --git a/weave/trace_server/migrations/009_increase_call_timestamp_resolution.down.sql b/weave/trace_server/migrations/009_increase_call_timestamp_resolution.down.sql
new file mode 100644
index 00000000000..12bfd57fcca
--- /dev/null
+++ b/weave/trace_server/migrations/009_increase_call_timestamp_resolution.down.sql
@@ -0,0 +1,6 @@
+-- Decrease the resolution of the call timestamps to 3 decimal places from 6
+ALTER TABLE call_parts MODIFY COLUMN started_at Nullable(DateTime64(3));
+ALTER TABLE call_parts MODIFY COLUMN ended_at Nullable(DateTime64(3));
+
+ALTER TABLE calls_merged MODIFY COLUMN started_at SimpleAggregateFunction(any, Nullable(DateTime64(3)));
+ALTER TABLE calls_merged MODIFY COLUMN ended_at SimpleAggregateFunction(any, Nullable(DateTime64(3)));
diff --git a/weave/trace_server/migrations/009_increase_call_timestamp_resolution.up.sql b/weave/trace_server/migrations/009_increase_call_timestamp_resolution.up.sql
new file mode 100644
index 00000000000..809d3a88369
--- /dev/null
+++ b/weave/trace_server/migrations/009_increase_call_timestamp_resolution.up.sql
@@ -0,0 +1,6 @@
+-- Increase the resolution of the call timestamps to 6 decimal places from 3
+ALTER TABLE call_parts MODIFY COLUMN started_at Nullable(DateTime64(6));
+ALTER TABLE call_parts MODIFY COLUMN ended_at Nullable(DateTime64(6));
+
+ALTER TABLE calls_merged MODIFY COLUMN started_at SimpleAggregateFunction(any, Nullable(DateTime64(6)));
+ALTER TABLE calls_merged MODIFY COLUMN ended_at SimpleAggregateFunction(any, Nullable(DateTime64(6)));

From fc89551434740aa6ad141afe63620fc9f6722ada Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 3 Dec 2024 11:19:15 -0500
Subject: [PATCH 51/82] chore(weave): Use classmethods for from_* methods
 (#3123)

---
 weave/flow/prompt/prompt.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/weave/flow/prompt/prompt.py b/weave/flow/prompt/prompt.py
index 86e971e00c5..df18eaab88b 100644
--- a/weave/flow/prompt/prompt.py
+++ b/weave/flow/prompt/prompt.py
@@ -86,9 +86,9 @@ def __init__(self, content: str):
     def format(self, **kwargs: Any) -> str:
         return self.content.format(**kwargs)
 
-    @staticmethod
-    def from_obj(obj: Any) -> "StringPrompt":
-        prompt = StringPrompt(content=obj.content)
+    @classmethod
+    def from_obj(cls, obj: Any) -> "StringPrompt":
+        prompt = cls(content=obj.content)
         prompt.name = obj.name
         prompt.description = obj.description
         return prompt
@@ -113,9 +113,9 @@ def format_message(self, message: dict, **kwargs: Any) -> dict:
     def format(self, **kwargs: Any) -> list:
         return [self.format_message(m, **kwargs) for m in self.messages]
 
-    @staticmethod
-    def from_obj(obj: Any) -> "MessagesPrompt":
-        prompt = MessagesPrompt(messages=obj.messages)
+    @classmethod
+    def from_obj(cls, obj: Any) -> "MessagesPrompt":
+        prompt = cls(messages=obj.messages)
         prompt.name = obj.name
         prompt.description = obj.description
         return prompt
@@ -419,13 +419,13 @@ def as_dict(self) -> dict[str, Any]:
             "messages": list(self),
         }
 
-    @staticmethod
-    def from_obj(obj: Any) -> "EasyPrompt":
+    @classmethod
+    def from_obj(cls, obj: Any) -> "EasyPrompt":
         messages = obj.messages if hasattr(obj, "messages") else obj.data
         messages = [dict(m) for m in messages]
         config = dict(obj.config)
         requirements = dict(obj.requirements)
-        return EasyPrompt(
+        return cls(
             name=obj.name,
             description=obj.description,
             messages=messages,

From 2a3c9fe9e3cfc45291d236b8ed8d030b92bbc077 Mon Sep 17 00:00:00 2001
From: luis-wandb <113048227+luisbergua@users.noreply.github.com>
Date: Tue, 3 Dec 2024 17:42:06 +0100
Subject: [PATCH 52/82] docs(weave): Update `create_call` python snippet in
 tracing.mdx (#3130)

---
 docs/docs/guides/tracking/tracing.mdx | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/docs/guides/tracking/tracing.mdx b/docs/docs/guides/tracking/tracing.mdx
index 354d804be60..fbdf6bea96f 100644
--- a/docs/docs/guides/tracking/tracing.mdx
+++ b/docs/docs/guides/tracking/tracing.mdx
@@ -361,16 +361,16 @@ You can also manually create Calls using the API directly.
         import weave
 
         # Initialize Weave Tracing
-        weave.init('intro-example')
+        client = weave.init('intro-example')
 
         def my_function(name: str):
             # Start a call
-            call = weave.create_call(op="my_function", inputs={"name": name})
+            call = client.create_call(op="my_function", inputs={"name": name})
 
             # ... your function code ...
 
             # End a call
-            weave.finish_call(call, output="Hello, World!")
+            client.finish_call(call, output="Hello, World!")
 
         # Call your function
         print(my_function("World"))

From bd28d66ecebccb0339bb7c4e978ae251e3f46772 Mon Sep 17 00:00:00 2001
From: J2-D2-3PO <188380414+J2-D2-3PO@users.noreply.github.com>
Date: Tue, 3 Dec 2024 10:59:17 -0700
Subject: [PATCH 53/82] docs(weave): Document Comparison feature (#3124)

---
 docs/docs/guides/tools/comparison.md          | 125 ++++++++++++++++++
 .../imgs/comparison-2objs-baseline-set.png    | Bin 0 -> 32654 bytes
 .../tools/imgs/comparison-2objs-baseline.png  | Bin 0 -> 44241 bytes
 ...arison-2objs-numericdiffformat-updated.png | Bin 0 -> 42923 bytes
 .../comparison-2objs-numericdiffformat.png    | Bin 0 -> 39865 bytes
 .../tools/imgs/comparison-2objs-reorder.png   | Bin 0 -> 28184 bytes
 .../imgs/comparison-2objs-sidebyside.png      | Bin 0 -> 217679 bytes
 .../tools/imgs/comparison-2objs-unified.png   | Bin 0 -> 172703 bytes
 .../comparsion-7objs-diffonly-allobjs.png     | Bin 0 -> 299915 bytes
 .../imgs/comparsion-7objs-diffonly-remove.png | Bin 0 -> 60619 bytes
 .../imgs/comparsion-7objs-diffonly-subset.png | Bin 0 -> 263982 bytes
 docs/sidebars.ts                              |   1 +
 12 files changed, 126 insertions(+)
 create mode 100644 docs/docs/guides/tools/comparison.md
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-baseline-set.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-baseline.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-numericdiffformat-updated.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-numericdiffformat.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-reorder.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-sidebyside.png
 create mode 100644 docs/docs/guides/tools/imgs/comparison-2objs-unified.png
 create mode 100644 docs/docs/guides/tools/imgs/comparsion-7objs-diffonly-allobjs.png
 create mode 100644 docs/docs/guides/tools/imgs/comparsion-7objs-diffonly-remove.png
 create mode 100644 docs/docs/guides/tools/imgs/comparsion-7objs-diffonly-subset.png

diff --git a/docs/docs/guides/tools/comparison.md b/docs/docs/guides/tools/comparison.md
new file mode 100644
index 00000000000..9149e34369d
--- /dev/null
+++ b/docs/docs/guides/tools/comparison.md
@@ -0,0 +1,125 @@
+# Comparison
+
+The Weave Comparison feature allows you to visually compare and diff code, traces, prompts, models, and model configurations.  You can compare two objects side-by-side or analyze a larger set of objects to identify differences, patterns, and trends.
+
+This guide covers the steps to start a comparison and the available actions to tailor your comparison view, including baseline comparisons, numeric diff formatting, and more. 
+
+## Access the Comparison view
+
+1. In the sidebar, select the type of object you'd like to compare (e.g. **Traces**, **Models**, etc.).
+2. Select the objects that you want to compare. The selection method varies depending on the type of object you are comparing:
+   - For **Traces**, select traces to compare by checking the checkboxes in the appropriate rows in the Traces column.
+   - For objects such as **Models**, navigate to the model Versions page and check the checkboxes next to the  versions that you want to compare.
+3. Click **Compare** to open the Comparison view. Now, you can refine your view using the [available actions](#available-actions).
+
+## Available actions
+
+In the Comparison view, you have multiple actions available, depending on how many objects are being compared. Make sure to look at the [usage notes](#usage-notes).
+
+- [Change the diff display](#change-the-diff-display)
+- [Display side-by-side](#display-side-by-side)
+- [Display in a unified view](#display-in-a-unified-view)
+- [Set a baseline](#set-a-baseline)
+- [Remove a baseline](#remove-a-baseline)
+- [Change the comparison order](#change-the-comparison-order)
+- [Change numeric diff display format](#change-numeric-diff-display-format)
+- [Compare with baseline or previous](#compare-with-baseline-or-previous)
+- [Compare a pair from a multi-object comparison](#compare-a-pair-from-a-multi-object-comparison)
+- [Remove an object from comparison](#remove-an-object-from-comparison)
+
+### Change the diff display
+
+By default, **Diff only** is set to off. To filter the table rows so that only changed rows are displayed, toggle **Diff only** on. 
+
+### Display side-by-side 
+
+> This option is only available when comparing two objects, or a [pair from a multi-object comparison](#compare-a-pair-from-a-multi-object-comparison).
+
+To compare each object side-by-side in separate columns, select **Side-by-side**. 
+
+![Side-by-side Comparison view of two objects](imgs/comparison-2objs-sidebyside.png)
+
+### Display in a unified view
+
+> This option is only available when comparing two objects, or a [pair from a multi-object comparison](#compare-a-pair-from-a-multi-object-comparison).
+
+To compare each object in a unified view, select **Unified**. 
+
+![Unified Comparison view of two objects](imgs/comparison-2objs-unified.png)
+
+### Set a baseline
+
+By default, each object in the Comparison view is compared to the object to its left. However, you can set an object as the _baseline_, which means that all objects will be compared to the leftmost object in the view.
+To set an object as baseline, do the following:
+
+1. In the Comparison view topbar, mouse over the object that you want to set as the baseline.
+2. Click the three dots to the right of the ID.
+   ![Make baseline option displayed.](imgs/comparison-2objs-baseline.png)
+3. In the dropdown, select **Make baseline**. The UI refreshes so that the baseline object is furthest left in the topbar, and `Baseline` displays next to the ID.
+    ![Baseline set.](imgs/comparison-2objs-baseline-set.png)
+
+### Remove a baseline
+
+To remove an object as baseline, do the following:
+
+1. In the Comparison view topbar, mouse over the baseline object.
+2. Click the three dots to the right of the ID.
+3. In the dropdown, select **Remove baseline**. Now, `Baseline` no longer displays next to the call ID.
+
+### Change the comparison order
+
+To change the comparison order, do the following:
+
+1. In the Comparison view topbar, mouse over the ID that you want to reorder. 
+2. Click the six dots to the left of the ID.
+   ![Setting the order.](imgs/comparison-2objs-reorder.png)
+3. Drag the ID to the left or the right, depending on which object was selected. 
+4. Place the ID in the desired ordering. The UI refreshes with an updated comparison ordering.
+
+### Change numeric diff display format 
+
+For numeric values such as `completion_tokens` and `total_tokens`, you can view the diff as either an integer or a percentage. Additionally, positive numeric values can be viewed as a multiplier. To change a numeric diff's display format, do the following:
+
+1. In the Comparison table, find the numeric value that you want to update the diff display format for.
+    ![A numeric value displayed as an integer.](imgs/comparison-2objs-numericdiffformat.png)
+2. Click the diff value. The format automatically updates to either an integer or a percentage.
+    ![A numeric value updated to a percentage.](imgs/comparison-2objs-numericdiffformat-updated.png)
+
+### Compare with baseline or previous
+
+> This option is only available when comparing 3 or more objects.
+> You can also [set](#set-a-baseline) or [remove an existing baseline by clicking the 3 dots to the right of the ID](#remove-a-baseline).
+
+To perform a baseline comparison with 3 or more objects, do the following:
+
+1. In the right hand corner of the Comparison view, click the dropdown. Depending on your current view configuration, the dropdown is either titled **Compare with previous** or **Compare with baseline**.
+2. Depending on your current view configuration, select either **Compare with previous** or **Compare with baseline**.
+   - **Compare with baseline**: Sets the leftmost object as the baseline. The table updates so that the leftmost column is the baseline.
+   -  **Compare with previous**: No object is set as baseline.
+
+### Compare a pair from a multi-object comparison
+
+> This option is only available when comparing 3 or more objects.
+
+When comparing 3 or more objects, you can compare a single object to a previous object or baseline. This changes the Comparison table view so that the view is identical to a two-object comparison. To compare a pair of objects from a multi-object comparison, do the following:
+
+1. In the Comparison view topbar, find the ID that you want to compare to previous or baseline. 
+2. To select the item, click the ID. The UI refreshes with a two-way comparison table.
+    ![Comparing a pair from a multi-object comparison.](imgs/comparsion-7objs-diffonly-subset.png)
+
+To reset the view so that the first 6 objects selected for comparison are displayed in the table, click the ID again.
+
+### Remove an object from comparison
+
+> This option is only available when comparing 3 or more objects.
+
+To remove an object from comparison, do the following:
+
+1. In the Comparison view topbar, find the object that you want to remove from comparison.
+2. Click the three dots to the right of the ID.
+3. In the dropdown, select **Remove object from comparison**. The UI refreshes with an updated table that no longer includes the removed object.
+
+## Usage notes
+
+ - The Comparison feature is only available in the UI.
+ - You can compare as many objects as you'd like. However, the UI only displays a maximum of 6. To view an object in the comparison table that is not visible when comparing more than 6 objects, either [change the comparison order](#change-the-comparison-order) so that the object is one of the first 6 objects from left to right, or [pair from a multi-object comparison](#compare-a-pair-from-a-multi-object-comparison) for easy viewing. 
\ No newline at end of file
diff --git a/docs/docs/guides/tools/imgs/comparison-2objs-baseline-set.png b/docs/docs/guides/tools/imgs/comparison-2objs-baseline-set.png
new file mode 100644
index 0000000000000000000000000000000000000000..0eae1a51b5b3c18f54a8ec7a2bf2e37ae0b28991
GIT binary patch
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z(+_owPM@u#oP3-g@g0i>E#Gi|fyGJ>KE{h>mZ92_%BRX3fi37)l{d?35xERPFKA~&
zj;o)f{>V(1AuHoGf-}#*ZQfDJHM)Y2kH5Sh=YEp@K#9?gQ4R-)MEbvBbx6^W6lIpC
zTC`U3)}s%a5|Fl6L&@H`XBhrG6zHq=KQS|Ii}lh<O9O9%Pd|tr*=-wP(uWW&qEe-n
zGvfJ~mp<A(a#z5tS;76Mq9Wu3%N6tpYC!pcc-2ve$`2e~QWM5(*ot@mbd47W4T$$K
z;3^)7xAtwt6G8@tiM@ihVUaN)0XqE1Cp!E>$ce>%9^W!ugfXztOHbbdl_9-)BrndF
z><-pVDhW?!uDrwMXda_%^1EVYOXkX4KEL_)IP)jWEqulu$mBCe3h3ZEBJ-A2Xoga}
zeEAYu%D-_exxWz-!+F0jZt=t0n>-k$Cle2_W8o(<(o9Xk=QsT7^jwc9&5hwP^Xg3#
zam;T7#joc;pB*Fm=*9%bB~NkX_Z*IXYNn5X^qK3IX#U4}xsPri1MOl9ROkNXbXMd?
zqzGgr*%VdL+1(YxM_6A`vn78zOpeodv6C@409W2Q0#~LS5}j5Sa1R9e7+e{h!h5P9
zbY?iTlp}EEdK@e3DQg23srqvS3|8+mu(FerAYB1Js~}%#47_=o7igrUSB}8G{VM-L
zM;zuOXe9GF%d4l<otISRC*V7|@I9--DS<kL_WP(rDorQ)QR&s-8KmvE<YSEM_Zi|!
zyR%dK#clv8c0ZbcyL7~r(*)qX{1aSyxt}QFU(S(E5<pDgxi<;?%uXE~6)-YDOJ7&n
zJYRC!z@8$Y3_=)%lAlbBpCR)t*<)F}z2V>XFGsH8nBfC>EAHmlAH?BLk>@4<xdd`$
zm7PCJKEC>T*q7se+l3DY%_Y7Y0@de><Zyg(c=5-IrpvkWNXTe7q`WR)gLw@#vV!_=
z|NQ*(3;O%bVeZ6OSS-)kPk+Jt`_^IAm>l|o^dHdUfqsn`LwR)PhCKztuV?)F>esC}
z*Ys#aE40y{{`$x9ptq1<Y~3U3aa?YQiJiUa=s&nfuvayY=gm+5z*Wk%lW1?xZ0Tx+
z!{286ALA`iy5`8P*$`trVMDq7m&cu68Da<p*R_#h)CfzSR}Vjrv7Q5eLIUEC(;lh2
F{SOj$p_Tvu

literal 0
HcmV?d00001

diff --git a/docs/sidebars.ts b/docs/sidebars.ts
index ede80ed6c50..fa2f7f80d32 100644
--- a/docs/sidebars.ts
+++ b/docs/sidebars.ts
@@ -67,6 +67,7 @@ const sidebars: SidebarsConfig = {
         "guides/core-types/datasets",
         "guides/tracking/feedback",
         "guides/tracking/costs",
+        "guides/tools/comparison",
         "guides/tools/playground",
         "guides/core-types/media",
         {

From d15c6fbb269c8e767e0a5e9f420f792e594d5533 Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Tue, 3 Dec 2024 12:32:21 -0600
Subject: [PATCH 54/82] fix(ui): latency chart with unfinshed calls (#3126)

---
 .../Home/Browse3/pages/CallsPage/CallsCharts.tsx                | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
index 164122753d8..bdebf29f697 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
@@ -149,7 +149,7 @@ export const CallsCharts = ({
         data.errors.push({started_at, isError: false});
       }
 
-      if (ended_at !== undefined) {
+      if (ended_at != null) {
         const startTime = new Date(started_at).getTime();
         const endTime = new Date(ended_at).getTime();
         const latency = endTime - startTime;

From c6ffe4d59b85b011e94deca279ef394af69ffb70 Mon Sep 17 00:00:00 2001
From: Connie Lee <connie.lee0317@gmail.com>
Date: Tue, 3 Dec 2024 10:38:28 -0800
Subject: [PATCH 55/82] chore(ui): add new automated workspace icon (#3134)

---
 weave-js/src/assets/icons/icon-automated-workspace.svg | 5 +++++
 weave-js/src/components/Icon/Icon.tsx                  | 5 +++++
 weave-js/src/components/Icon/index.ts                  | 1 +
 weave-js/src/components/Icon/types.ts                  | 1 +
 4 files changed, 12 insertions(+)
 create mode 100644 weave-js/src/assets/icons/icon-automated-workspace.svg

diff --git a/weave-js/src/assets/icons/icon-automated-workspace.svg b/weave-js/src/assets/icons/icon-automated-workspace.svg
new file mode 100644
index 00000000000..5faf9bba4de
--- /dev/null
+++ b/weave-js/src/assets/icons/icon-automated-workspace.svg
@@ -0,0 +1,5 @@
+<svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+<g id="icon-automated-workspace">
+<path id="Union" fill-rule="evenodd" clip-rule="evenodd" d="M13.1859 22.1859C12.806 23.3255 11.194 23.3255 10.8141 22.1859L9.40203 16.5924C8.80005 14.2079 5.4726 13.7721 3.47665 13.2019C2.26786 12.8565 2.26785 11.1434 3.47665 10.7981C5.46706 10.2294 8.79504 9.81195 9.39682 7.42828L10.8141 1.81416C11.194 0.674527 12.806 0.674546 13.1859 1.81416C13.5811 2.99983 14.2133 5.61019 14.6174 7.33661C15.1933 9.79715 18.511 10.143 20.5234 10.7981C21.7322 11.1434 21.7322 12.8565 20.5234 13.2019C18.5274 13.7721 15.2 14.2079 14.598 16.5924L13.1859 22.1859ZM12 21L13.2714 15.9143C13.9428 13.2288 16.9666 12.6581 19.27 12C16.9409 11.2336 13.9464 10.7693 13.2952 7.97358C12.9063 6.30394 12.3737 4.12114 12 3.00001L10.7244 8.10239C10.0521 10.7918 7.03216 11.3422 4.73007 12C7.02598 12.7555 10.0507 13.2027 10.735 15.9399L12 21Z" fill="currentColor"/>
+</g>
+</svg>
diff --git a/weave-js/src/components/Icon/Icon.tsx b/weave-js/src/components/Icon/Icon.tsx
index c1c07c7df01..a87f41dfe56 100644
--- a/weave-js/src/components/Icon/Icon.tsx
+++ b/weave-js/src/components/Icon/Icon.tsx
@@ -8,6 +8,7 @@ import {ReactComponent as ImportAmazonSagemaker} from '../../assets/icons/icon-a
 import {ReactComponent as ImportArea} from '../../assets/icons/icon-area.svg';
 import {ReactComponent as ImportArtifactTypeAlt} from '../../assets/icons/icon-artifact-type-alt.svg';
 import {ReactComponent as ImportAudioVolume} from '../../assets/icons/icon-audio-volume.svg';
+import {ReactComponent as ImportAutomatedWorkspace} from '../../assets/icons/icon-automated-workspace.svg';
 import {ReactComponent as ImportAutomationRobotArm} from '../../assets/icons/icon-automation-robot-arm.svg';
 import {ReactComponent as ImportBack} from '../../assets/icons/icon-back.svg';
 import {ReactComponent as ImportBaselineAlt} from '../../assets/icons/icon-baseline-alt.svg';
@@ -298,6 +299,9 @@ export const IconArtifactTypeAlt = (props: SVGIconProps) => (
 export const IconAudioVolume = (props: SVGIconProps) => (
   <ImportAudioVolume {...updateIconProps(props)} />
 );
+export const IconAutomatedWorkspace = (props: SVGIconProps) => (
+  <ImportAutomatedWorkspace {...updateIconProps(props)} />
+);
 export const IconAutomationRobotArm = (props: SVGIconProps) => (
   <ImportAutomationRobotArm {...updateIconProps(props)} />
 );
@@ -1064,6 +1068,7 @@ const ICON_NAME_TO_ICON: Record<IconName, ElementType> = {
   area: IconArea,
   'artifact-type-alt': IconArtifactTypeAlt,
   'audio-volume': IconAudioVolume,
+  'automated-workspace': IconAutomatedWorkspace,
   'automation-robot-arm': IconAutomationRobotArm,
   back: IconBack,
   'baseline-alt': IconBaselineAlt,
diff --git a/weave-js/src/components/Icon/index.ts b/weave-js/src/components/Icon/index.ts
index 98a0208b8d2..aa92f74b31a 100644
--- a/weave-js/src/components/Icon/index.ts
+++ b/weave-js/src/components/Icon/index.ts
@@ -8,6 +8,7 @@ export {
   IconArea,
   IconArtifactTypeAlt,
   IconAudioVolume,
+  IconAutomatedWorkspace,
   IconAutomationRobotArm,
   IconBack,
   IconBaselineAlt,
diff --git a/weave-js/src/components/Icon/types.ts b/weave-js/src/components/Icon/types.ts
index 142dd8f562a..8002b47eb9c 100644
--- a/weave-js/src/components/Icon/types.ts
+++ b/weave-js/src/components/Icon/types.ts
@@ -7,6 +7,7 @@ export const IconNames = {
   Area: 'area',
   ArtifactTypeAlt: 'artifact-type-alt',
   AudioVolume: 'audio-volume',
+  AutomatedWorkspace: 'automated-workspace',
   AutomationRobotArm: 'automation-robot-arm',
   Back: 'back',
   BaselineAlt: 'baseline-alt',

From 4a8f77f3acb02d91ef6b261100dcd96eb131576b Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 3 Dec 2024 15:53:16 -0500
Subject: [PATCH 56/82] chore(weave_ts): Update packaging (#3052)

---
 sdks/node/package-lock.json |  4 ++--
 sdks/node/package.json      | 17 ++++++++++++++---
 sdks/node/tsconfig.json     | 29 +++++++++++++++++++----------
 3 files changed, 35 insertions(+), 15 deletions(-)

diff --git a/sdks/node/package-lock.json b/sdks/node/package-lock.json
index 83fe5755ee6..bbd003cde05 100644
--- a/sdks/node/package-lock.json
+++ b/sdks/node/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "weave",
-  "version": "0.7.0",
+  "version": "0.7.3",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "weave",
-      "version": "0.7.0",
+      "version": "0.7.3",
       "license": "Apache-2.0",
       "dependencies": {
         "cli-progress": "^3.12.0",
diff --git a/sdks/node/package.json b/sdks/node/package.json
index f2f884f3dcd..00861420103 100644
--- a/sdks/node/package.json
+++ b/sdks/node/package.json
@@ -1,11 +1,19 @@
 {
   "name": "weave",
-  "version": "0.7.0",
+  "version": "0.7.3",
   "description": "AI development toolkit",
-  "types": "dist/src/index.d.ts",
-  "main": "dist/src/index.js",
+  "types": "dist/index.d.ts",
+  "main": "dist/index.js",
   "type": "commonjs",
+  "exports": {
+    ".": {
+      "types": "./dist/index.d.ts",
+      "default": "./dist/index.js"
+    }
+  },
   "scripts": {
+    "build": "tsc --outDir dist",
+    "prepare": "npm run build",
     "test": "jest --silent",
     "test:coverage": "jest --coverage",
     "test:watch": "jest --watch",
@@ -14,6 +22,9 @@
     "generate-api": "swagger-typescript-api -p ./weave.openapi.json -o ./src/generated -n traceServerApi.ts",
     "dev": "nodemon"
   },
+  "files": [
+    "dist"
+  ],
   "repository": {
     "type": "git",
     "url": "https://github.com/wandb/weave/js"
diff --git a/sdks/node/tsconfig.json b/sdks/node/tsconfig.json
index f44dc0d2933..141908653c1 100644
--- a/sdks/node/tsconfig.json
+++ b/sdks/node/tsconfig.json
@@ -7,19 +7,28 @@
     "sourceMap": true,
     "strict": true,
     "esModuleInterop": true,
-    "outDir": "./dist",
+    "outDir": "dist",
     "paths": {
       "weave": ["./src/index.ts"]
-    }
+    },
+    "declaration": true,
+    "declarationMap": true,
+    "rootDir": "src",
+    "tsBuildInfoFile": "dist/.tsbuildinfo"
   },
   "include": ["src/**/*"],
-  "exclude": ["src", "examples", "dist", "node_modules"],
-  "references": [
-    {
-      "path": "./src/tsconfig.src.json"
-    },
-    {
-      "path": "./examples/tsconfig.examples.json"
-    }
+  "exclude": [
+    "examples",
+    "dist",
+    "node_modules",
+    "src/integrations/checkOpenai.ts"
   ]
+  // "references": [
+  //   {
+  //     "path": "./src/tsconfig.src.json"
+  //   },
+  //   {
+  //     "path": "./examples/tsconfig.examples.json"
+  //   }
+  // ]
 }

From 1bc54666ec06e7d5bd9afad86627d39988aba324 Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 3 Dec 2024 15:53:31 -0500
Subject: [PATCH 57/82] chore(weave): Tidy image serializer import check #3131

---
 weave/type_serializers/Image/image.py | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/weave/type_serializers/Image/image.py b/weave/type_serializers/Image/image.py
index c9b9402a4de..305e88a9c17 100644
--- a/weave/type_serializers/Image/image.py
+++ b/weave/type_serializers/Image/image.py
@@ -3,14 +3,12 @@
 from weave.trace import serializer
 from weave.trace.custom_objs import MemTraceFilesArtifact
 
-dependencies_met = False
-
 try:
     from PIL import Image
-
-    dependencies_met = True
 except ImportError:
-    pass
+    dependencies_met = False
+else:
+    dependencies_met = True
 
 
 def save(obj: "Image.Image", artifact: MemTraceFilesArtifact, name: str) -> None:

From f0083ea3d51461e363ef7fdb02d238b0fbcc49e1 Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Tue, 3 Dec 2024 12:54:03 -0800
Subject: [PATCH 58/82] fix(integration): allow for no inputs on langchain.Run
 (#3138)

---
 weave/integrations/langchain/langchain.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/weave/integrations/langchain/langchain.py b/weave/integrations/langchain/langchain.py
index aea7565ba89..4695e882341 100644
--- a/weave/integrations/langchain/langchain.py
+++ b/weave/integrations/langchain/langchain.py
@@ -193,7 +193,7 @@ def _persist_run_single(self, run: Run) -> None:
             call = self.gc.create_call(
                 # Make sure to add the run name once the UI issue is figured out
                 complete_op_name,
-                inputs=run_dict["inputs"],
+                inputs=run_dict.get("inputs", {}),
                 parent=parent_run,
                 attributes={
                     "lc_id": str(run.id),

From 8d69cdc791a39f9bd1e9f26b3ee1542a33ec7afd Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Tue, 3 Dec 2024 14:58:22 -0600
Subject: [PATCH 59/82] chore(ui): delete unused SideNav code (#3127)

---
 .../Home/Browse3/SideNav.tsx                  | 128 ------------------
 1 file changed, 128 deletions(-)
 delete mode 100644 weave-js/src/components/PagePanelComponents/Home/Browse3/SideNav.tsx

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/SideNav.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/SideNav.tsx
deleted file mode 100644
index 75945264d97..00000000000
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/SideNav.tsx
+++ /dev/null
@@ -1,128 +0,0 @@
-import {IconNames} from '@wandb/weave/components/Icon';
-import _ from 'lodash';
-import React, {useMemo} from 'react';
-import {useParams} from 'react-router-dom';
-
-import {useWeaveflowRouteContext} from './context';
-import {useEvaluationsFilter} from './pages/CallsPage/evaluationsFilter';
-import {useURLSearchParamsDict} from './pages/util';
-import {Sidebar, SidebarItem} from './Sidebar';
-
-export const SideNav = () => {
-  const params = useParams<{
-    entity: string;
-    project: string;
-    tab:
-      | 'types'
-      | 'type-versions'
-      | 'objects'
-      | 'object-versions'
-      | 'ops'
-      | 'op-versions'
-      | 'calls'
-      | 'boards'
-      | 'tables';
-  }>();
-  const {entity, project} = params;
-  const currentProject = project;
-  const currentEntity = entity;
-  const query = useURLSearchParamsDict();
-  const filters = useMemo(() => {
-    if (query.filter === undefined) {
-      return {};
-    }
-    try {
-      return JSON.parse(query.filter);
-    } catch (e) {
-      console.log(e);
-      return {};
-    }
-  }, [query.filter]);
-
-  const evaluationsFilter = useEvaluationsFilter(currentEntity, currentProject);
-
-  const selectedItemId = useMemo(() => {
-    const category = Object.keys(filters).find(key =>
-      key.includes('baseObjectClass')
-    );
-    let filterCategory;
-    if (category !== undefined) {
-      filterCategory = filters[category];
-    }
-
-    if (params.tab === 'types' || params.tab === 'type-versions') {
-      return 'types';
-    } else if (params.tab === 'objects' || params.tab === 'object-versions') {
-      if (filterCategory === 'Model') {
-        return 'models';
-      } else if (filterCategory === 'Dataset') {
-        return 'datasets';
-      }
-      return 'objects';
-    } else if (params.tab === 'ops' || params.tab === 'op-versions') {
-      return 'ops';
-    } else if (params.tab === 'calls') {
-      if (_.isEqual(filters, evaluationsFilter)) {
-        return 'evaluation';
-      }
-      return 'calls';
-    }
-    return null;
-  }, [evaluationsFilter, filters, params.tab]);
-
-  const {baseRouter} = useWeaveflowRouteContext();
-  if (!currentProject || !currentEntity) {
-    return null;
-  }
-
-  const items: SidebarItem[][] = [
-    [
-      {
-        id: 'evaluation',
-        name: 'Evaluations',
-        iconName: IconNames.TypeBoolean,
-        path: baseRouter.callsUIUrl(entity, project, evaluationsFilter),
-      },
-      {
-        id: 'models',
-        name: 'Models',
-        iconName: IconNames.Model,
-        path: baseRouter.objectVersionsUIUrl(entity, project, {
-          baseObjectClass: 'Model',
-        }),
-      },
-      {
-        id: 'datasets',
-        name: 'Datasets',
-        iconName: IconNames.Table,
-        path: baseRouter.objectVersionsUIUrl(entity, project, {
-          baseObjectClass: 'Dataset',
-        }),
-      },
-    ],
-    [
-      {
-        id: 'calls',
-        name: 'Traces',
-        iconName: IconNames.LayoutTabs,
-        path: baseRouter.callsUIUrl(entity, project, {
-          traceRootsOnly: true,
-        }),
-      },
-      {
-        id: 'ops',
-        name: 'Operations',
-        iconName: IconNames.JobProgramCode,
-        path: baseRouter.opVersionsUIUrl(entity, project, {}),
-      },
-      {
-        id: 'objects',
-        name: 'Objects',
-        iconName: IconNames.CubeContainer,
-        path: baseRouter.objectVersionsUIUrl(entity, project, {}),
-      },
-    ],
-  ];
-
-  return <Sidebar items={items} selectedItem={selectedItemId} />;
-};

From 75ebab44a1a37fcccd0a3d24bfefe34ee69b583a Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 3 Dec 2024 16:31:16 -0500
Subject: [PATCH 60/82] fix(weave): Add explicit object preparation hook for
 types that need it (e.g. `PIL.Image.Image`) (#3129)

---
 .../Audio/audio_test.py                       |  0
 .../Image/image_test.py                       | 39 +++++++++++++++++++
 weave/trace/api.py                            |  4 +-
 weave/trace/object_preparers.py               | 33 ++++++++++++++++
 weave/trace/vals.py                           |  3 +-
 .../Audio/__init__.py                         |  0
 .../Audio/audio.py                            |  0
 .../Image/__init__.py                         |  0
 .../Image/image.py                            | 30 ++++++++++++--
 weave/type_handlers/__init__.py               |  5 +++
 weave/type_serializers/__init__.py            |  5 ---
 11 files changed, 108 insertions(+), 11 deletions(-)
 rename tests/trace/{type_serializers => type_handlers}/Audio/audio_test.py (100%)
 rename tests/trace/{type_serializers => type_handlers}/Image/image_test.py (78%)
 create mode 100644 weave/trace/object_preparers.py
 rename weave/{type_serializers => type_handlers}/Audio/__init__.py (100%)
 rename weave/{type_serializers => type_handlers}/Audio/audio.py (100%)
 rename weave/{type_serializers => type_handlers}/Image/__init__.py (100%)
 rename weave/{type_serializers => type_handlers}/Image/image.py (60%)
 create mode 100644 weave/type_handlers/__init__.py
 delete mode 100644 weave/type_serializers/__init__.py

diff --git a/tests/trace/type_serializers/Audio/audio_test.py b/tests/trace/type_handlers/Audio/audio_test.py
similarity index 100%
rename from tests/trace/type_serializers/Audio/audio_test.py
rename to tests/trace/type_handlers/Audio/audio_test.py
diff --git a/tests/trace/type_serializers/Image/image_test.py b/tests/trace/type_handlers/Image/image_test.py
similarity index 78%
rename from tests/trace/type_serializers/Image/image_test.py
rename to tests/trace/type_handlers/Image/image_test.py
index 65a2c7b0ba7..dc99d6bf704 100644
--- a/tests/trace/type_serializers/Image/image_test.py
+++ b/tests/trace/type_handlers/Image/image_test.py
@@ -1,3 +1,4 @@
+import random
 from pathlib import Path
 
 import pytest
@@ -130,3 +131,41 @@ def accept_image_jpg_pillow(val):
         assert res == "Image size: 100x100"
     finally:
         file_path.unlink()
+
+
+@pytest.fixture
+def dataset_ref(client):
+    # This fixture represents a saved dataset containing images
+    IMAGE_SIZE = (1024, 1024)
+    N_ROWS = 50
+
+    def make_random_image():
+        random_colour = (
+            random.randint(0, 255),
+            random.randint(0, 255),
+            random.randint(0, 255),
+        )
+        return Image.new("RGB", IMAGE_SIZE, random_colour)
+
+    rows = [{"img": make_random_image()} for _ in range(N_ROWS)]
+    dataset = weave.Dataset(rows=rows)
+    ref = weave.publish(dataset)
+
+    return ref
+
+
+@pytest.mark.asyncio
+async def test_images_in_dataset_for_evaluation(client, dataset_ref):
+    dataset = dataset_ref.get()
+    evaluation = weave.Evaluation(dataset=dataset)
+
+    @weave.op
+    def model(img: Image) -> dict[str, str]:
+        return {"result": "hello"}
+
+    # Expect that evaluation works for a ref-get'd dataset containing images
+    res = await evaluation.evaluate(model)
+
+    assert isinstance(res, dict)
+    assert "model_latency" in res and "mean" in res["model_latency"]
+    assert isinstance(res["model_latency"]["mean"], (int, float))
diff --git a/weave/trace/api.py b/weave/trace/api.py
index 49e3c28fd74..ee8131b0875 100644
--- a/weave/trace/api.py
+++ b/weave/trace/api.py
@@ -9,9 +9,9 @@
 from collections.abc import Iterator
 from typing import Any
 
-# TODO: type_serializers is imported here to trigger registration of the image serializer.
+# TODO: type_handlers is imported here to trigger registration of the image serializer.
 # There is probably a better place for this, but including here for now to get the fix in.
-from weave import type_serializers  # noqa: F401
+from weave import type_handlers  # noqa: F401
 from weave.trace import urls, util, weave_client, weave_init
 from weave.trace.constants import TRACE_OBJECT_EMOJI
 from weave.trace.context import call_context
diff --git a/weave/trace/object_preparers.py b/weave/trace/object_preparers.py
new file mode 100644
index 00000000000..0785c8d8101
--- /dev/null
+++ b/weave/trace/object_preparers.py
@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+from typing import Any, Protocol
+
+
+class ObjectPreparer(Protocol):
+    """An initializer to ensure saved Weave objects are safe to load back to their original types.
+
+    In many cases, this will be some form of deepcopy to ensure all the data is loaded
+    into memory before attempting to return the object.
+    """
+
+    def should_prepare(self, obj: Any) -> bool: ...
+    def prepare(self, obj: Any) -> None: ...
+
+
+_object_preparers: list[ObjectPreparer] = []
+
+
+def register(preparer: ObjectPreparer) -> None:
+    _object_preparers.append(preparer)
+
+
+def maybe_get_preparer(obj: Any) -> ObjectPreparer | None:
+    for initializer in _object_preparers:
+        if initializer.should_prepare(obj):
+            return initializer
+    return None
+
+
+def prepare_obj(obj: Any) -> None:
+    if preparer := maybe_get_preparer(obj):
+        preparer.prepare(obj)
diff --git a/weave/trace/vals.py b/weave/trace/vals.py
index 02312d6def1..36af79ff0b6 100644
--- a/weave/trace/vals.py
+++ b/weave/trace/vals.py
@@ -14,6 +14,7 @@
 from weave.trace.context.tests_context import get_raise_on_captured_errors
 from weave.trace.context.weave_client_context import get_weave_client
 from weave.trace.errors import InternalError
+from weave.trace.object_preparers import prepare_obj
 from weave.trace.object_record import ObjectRecord
 from weave.trace.op import is_op, maybe_bind_method
 from weave.trace.refs import (
@@ -643,7 +644,7 @@ def make_trace_obj(
             )
         )
         val = from_json(read_res.obj.val, val.entity + "/" + val.project, server)
-
+        prepare_obj(val)
     if isinstance(val, Table):
         val_ref = val.ref
         if not isinstance(val_ref, TableRef):
diff --git a/weave/type_serializers/Audio/__init__.py b/weave/type_handlers/Audio/__init__.py
similarity index 100%
rename from weave/type_serializers/Audio/__init__.py
rename to weave/type_handlers/Audio/__init__.py
diff --git a/weave/type_serializers/Audio/audio.py b/weave/type_handlers/Audio/audio.py
similarity index 100%
rename from weave/type_serializers/Audio/audio.py
rename to weave/type_handlers/Audio/audio.py
diff --git a/weave/type_serializers/Image/__init__.py b/weave/type_handlers/Image/__init__.py
similarity index 100%
rename from weave/type_serializers/Image/__init__.py
rename to weave/type_handlers/Image/__init__.py
diff --git a/weave/type_serializers/Image/image.py b/weave/type_handlers/Image/image.py
similarity index 60%
rename from weave/type_serializers/Image/image.py
rename to weave/type_handlers/Image/image.py
index 305e88a9c17..4afdeee3bb4 100644
--- a/weave/type_serializers/Image/image.py
+++ b/weave/type_handlers/Image/image.py
@@ -1,6 +1,11 @@
 """Defines the custom Image weave type."""
 
-from weave.trace import serializer
+from __future__ import annotations
+
+import logging
+from typing import Any
+
+from weave.trace import object_preparers, serializer
 from weave.trace.custom_objs import MemTraceFilesArtifact
 
 try:
@@ -10,8 +15,26 @@
 else:
     dependencies_met = True
 
+logger = logging.getLogger(__name__)
+
+
+class PILImagePreparer:
+    def should_prepare(self, obj: Any) -> bool:
+        return isinstance(obj, Image.Image)
+
+    def prepare(self, obj: Image.Image) -> None:
+        try:
+            # This load is necessary to ensure that the image is fully loaded into memory.
+            # If we don't do this, it's possible that only part of the data is loaded
+            # before the object is returned.  This can happen when trying to run an evaluation
+            # on a ref-get'd dataset with image columns.
+            obj.load()
+        except Exception as e:
+            logger.exception(f"Failed to load PIL Image: {e}")
+            raise
+
 
-def save(obj: "Image.Image", artifact: MemTraceFilesArtifact, name: str) -> None:
+def save(obj: Image.Image, artifact: MemTraceFilesArtifact, name: str) -> None:
     # Note: I am purposely ignoring the `name` here and hard-coding the filename to "image.png".
     # There is an extensive internal discussion here:
     # https://weightsandbiases.slack.com/archives/C03BSTEBD7F/p1723670081582949
@@ -30,7 +53,7 @@ def save(obj: "Image.Image", artifact: MemTraceFilesArtifact, name: str) -> None
         obj.save(f, format="png")  # type: ignore
 
 
-def load(artifact: MemTraceFilesArtifact, name: str) -> "Image.Image":
+def load(artifact: MemTraceFilesArtifact, name: str) -> Image.Image:
     # Note: I am purposely ignoring the `name` here and hard-coding the filename. See comment
     # on save.
     path = artifact.path("image.png")
@@ -40,3 +63,4 @@ def load(artifact: MemTraceFilesArtifact, name: str) -> "Image.Image":
 def register() -> None:
     if dependencies_met:
         serializer.register_serializer(Image.Image, save, load)
+        object_preparers.register(PILImagePreparer())
diff --git a/weave/type_handlers/__init__.py b/weave/type_handlers/__init__.py
new file mode 100644
index 00000000000..488fcdce807
--- /dev/null
+++ b/weave/type_handlers/__init__.py
@@ -0,0 +1,5 @@
+from weave.type_handlers.Audio import audio
+from weave.type_handlers.Image import image
+
+image.register()
+audio.register()
diff --git a/weave/type_serializers/__init__.py b/weave/type_serializers/__init__.py
deleted file mode 100644
index 2464d5d4fd2..00000000000
--- a/weave/type_serializers/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from weave.type_serializers.Audio import audio
-from weave.type_serializers.Image import image
-
-image.register()
-audio.register()

From 6b18afb138b066889ec1d509fb358e753010b293 Mon Sep 17 00:00:00 2001
From: Weave Build Bot <weave@wandb.com>
Date: Tue, 3 Dec 2024 21:54:23 +0000
Subject: [PATCH 61/82] =?UTF-8?q?Release=20version:=200.51.23-dev0=20?=
 =?UTF-8?q?=E2=86=92=200.51.23?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml   | 2 +-
 weave/version.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2f3e4c93bab..b2e5441958e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -226,7 +226,7 @@ module = "weave_query.*"
 ignore_errors = true
 
 [tool.bumpversion]
-current_version = "0.51.23-dev0"
+current_version = "0.51.23"
 parse = """(?x)
     (?P<major>0|[1-9]\\d*)\\.
     (?P<minor>0|[1-9]\\d*)\\.
diff --git a/weave/version.py b/weave/version.py
index 49035fe3e50..8b865df6a94 100644
--- a/weave/version.py
+++ b/weave/version.py
@@ -44,4 +44,4 @@
 
 """
 
-VERSION = "0.51.23-dev0"
+VERSION = "0.51.23"

From 15d199e762a89740de19d878398350aa170bbdec Mon Sep 17 00:00:00 2001
From: Weave Build Bot <weave@wandb.com>
Date: Tue, 3 Dec 2024 21:54:24 +0000
Subject: [PATCH 62/82] =?UTF-8?q?Release=20version:=200.51.23=20=E2=86=92?=
 =?UTF-8?q?=200.51.24-dev0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml   | 2 +-
 weave/version.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index b2e5441958e..d392d527b60 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -226,7 +226,7 @@ module = "weave_query.*"
 ignore_errors = true
 
 [tool.bumpversion]
-current_version = "0.51.23"
+current_version = "0.51.24-dev0"
 parse = """(?x)
     (?P<major>0|[1-9]\\d*)\\.
     (?P<minor>0|[1-9]\\d*)\\.
diff --git a/weave/version.py b/weave/version.py
index 8b865df6a94..5212f6aee7d 100644
--- a/weave/version.py
+++ b/weave/version.py
@@ -44,4 +44,4 @@
 
 """
 
-VERSION = "0.51.23"
+VERSION = "0.51.24-dev0"

From 13e3d6c6060b11853d8d63f3dec6612449b5584e Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Tue, 3 Dec 2024 16:12:23 -0600
Subject: [PATCH 63/82] chore(ui): unhide scorer, no admin text (#3140)

---
 .../Home/Browse3/pages/CallPage/CallPage.tsx             | 9 ++++-----
 .../Home/Browse3/pages/ScorersPage/NewScorerDrawer.tsx   | 2 +-
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 3877ccf0033..545c64eb4b9 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -1,4 +1,5 @@
 import Box from '@mui/material/Box';
+import {useViewerInfo} from '@wandb/weave/common/hooks/useViewerInfo';
 import {Loading} from '@wandb/weave/components/Loading';
 import {urlPrefixed} from '@wandb/weave/config';
 import {useViewTraceEvent} from '@wandb/weave/integrations/analytics/useViewEvents';
@@ -70,10 +71,8 @@ export const CallPage: FC<{
 };
 
 export const useShowRunnableUI = () => {
-  return false;
-  // Uncomment to re-enable.
-  // const viewerInfo = useViewerInfo();
-  // return viewerInfo.loading ? false : viewerInfo.userInfo?.admin;
+  const viewerInfo = useViewerInfo();
+  return viewerInfo.loading ? false : viewerInfo.userInfo?.admin;
 };
 
 const useCallTabs = (call: CallSchema) => {
@@ -185,7 +184,7 @@ const useCallTabs = (call: CallSchema) => {
     ...(showScores
       ? [
           {
-            label: 'Scores (W&B Admin Preview)',
+            label: 'Scores',
             content: (
               <Tailwind>
                 <CallScoresViewer call={call} />
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/NewScorerDrawer.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/NewScorerDrawer.tsx
index f562749f05b..80f4cedd3f6 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/NewScorerDrawer.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/NewScorerDrawer.tsx
@@ -50,7 +50,7 @@ export const scorerTypeRecord: Record<ScorerType, ScorerTypeConfig<any>> = {
     onSave: AnnotationScorerForm.onAnnotationScorerSave,
   },
   LLM_JUDGE: {
-    label: LLM_JUDGE_LABEL + ' (W&B Admin Preview)',
+    label: LLM_JUDGE_LABEL,
     value: LLM_JUDGE_VALUE,
     icon: IconNames.RobotServiceMember,
     Component: LLMJudgeScorerForm.LLMJudgeScorerForm,

From 2dfae89733d16bbd20416a964a799800cbd886b7 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Tue, 3 Dec 2024 16:23:05 -0800
Subject: [PATCH 64/82] chore(ui): annotations design review cleanup (#3122)

---
 .../StructuredFeedback/FeedbackSidebar.tsx    | 105 ++----------------
 .../StructuredFeedback/HumanAnnotation.tsx    |  83 +++-----------
 .../ScorersPage/AnnotationScorerForm.tsx      |  61 ++++++----
 .../pages/ScorersPage/CoreScorersTab.tsx      |   1 +
 .../pages/ScorersPage/FormComponents.tsx      |  24 +++-
 .../pages/ScorersPage/LLMJudgesTab.tsx        |   4 +-
 .../pages/ScorersPage/ZodSchemaForm.tsx       |  16 ++-
 .../common/SplitPanels/SplitPanelRight.tsx    |   2 +-
 8 files changed, 107 insertions(+), 189 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
index 2e09a3516f7..ef6bcbd69ff 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/FeedbackSidebar.tsx
@@ -3,7 +3,6 @@ import {useOrgName} from '@wandb/weave/common/hooks/useOrganization';
 import {useViewerInfo} from '@wandb/weave/common/hooks/useViewerInfo';
 import {useViewerUserInfo2} from '@wandb/weave/common/hooks/useViewerUserInfo';
 import {Button} from '@wandb/weave/components/Button';
-import {Icon} from '@wandb/weave/components/Icon';
 import {Loading} from '@wandb/weave/components/Loading';
 import {annotationsViewed} from '@wandb/weave/integrations/analytics/viewEvents';
 import {makeRefCall} from '@wandb/weave/util/refs';
@@ -93,22 +92,25 @@ export const FeedbackSidebar = ({
 
   return (
     <div className="flex h-full w-full flex-col bg-white">
-      <div className="justify-left flex w-full border-b border-moon-300 p-12">
+      <div className="justify-left flex w-full p-12">
         <div className="text-lg font-semibold">Feedback</div>
         <div className="flex-grow" />
       </div>
+      <div className="min-h-1 mb-8 h-1 flex-grow overflow-auto bg-moon-300" />
       {humanAnnotationSpecs.length > 0 ? (
         <>
-          <div className="mx-6 h-full flex-grow overflow-auto">
-            <HumanAnnotationSection
+          <div className="ml-6 h-full flex-grow overflow-auto">
+            <HumanAnnotationInputs
               entity={entity}
               project={project}
               callID={callID}
-              humanAnnotationSpecs={humanAnnotationSpecs}
+              humanAnnotationSpecs={humanAnnotationSpecs.sort((a, b) =>
+                (a.name ?? '').localeCompare(b.name ?? '')
+              )}
               setUnsavedFeedbackChanges={setUnsavedFeedbackChanges}
             />
           </div>
-          <div className="flex w-full border-t border-moon-300 p-12 pr-18">
+          <div className="flex w-full border-t border-moon-300 p-12">
             <Button
               onClick={save}
               variant="primary"
@@ -142,87 +144,6 @@ export const FeedbackSidebar = ({
   );
 };
 
-type HumanAnnotationSectionProps = {
-  entity: string;
-  project: string;
-  callID: string;
-  humanAnnotationSpecs: tsHumanAnnotationSpec[];
-  setUnsavedFeedbackChanges: React.Dispatch<
-    React.SetStateAction<Record<string, () => Promise<boolean>>>
-  >;
-};
-
-const HumanAnnotationSection = ({
-  entity,
-  project,
-  callID,
-  humanAnnotationSpecs,
-  setUnsavedFeedbackChanges,
-}: HumanAnnotationSectionProps) => {
-  const [isExpanded, setIsExpanded] = useState(true);
-  const sortedVisibleColumns = humanAnnotationSpecs.sort((a, b) =>
-    (a.name ?? '').localeCompare(b.name ?? '')
-  );
-
-  return (
-    <div>
-      <HumanAnnotationHeader
-        numHumanAnnotationSpecsVisible={sortedVisibleColumns.length}
-        numHumanAnnotationSpecsHidden={
-          humanAnnotationSpecs.length - sortedVisibleColumns.length
-        }
-        isExpanded={isExpanded}
-        setIsExpanded={setIsExpanded}
-      />
-      {isExpanded && (
-        <HumanAnnotationInputs
-          entity={entity}
-          project={project}
-          callID={callID}
-          humanAnnotationSpecs={sortedVisibleColumns}
-          setUnsavedFeedbackChanges={setUnsavedFeedbackChanges}
-        />
-      )}
-    </div>
-  );
-};
-
-type HumanAnnotationHeaderProps = {
-  numHumanAnnotationSpecsVisible: number;
-  numHumanAnnotationSpecsHidden: number;
-  isExpanded: boolean;
-  setIsExpanded: (isExpanded: boolean) => void;
-};
-
-const HumanAnnotationHeader = ({
-  numHumanAnnotationSpecsVisible,
-  numHumanAnnotationSpecsHidden,
-  isExpanded,
-  setIsExpanded,
-}: HumanAnnotationHeaderProps) => {
-  return (
-    <button
-      className="text-md hover:bg-gray-100 flex w-full items-center justify-between px-6 py-8 font-semibold"
-      onClick={() => setIsExpanded(!isExpanded)}>
-      <div className="mb-8 flex w-full items-center">
-        <div className="text-lg">Human annotations</div>
-        <div className="ml-6 mt-1">
-          <DisplayNumericCounter count={numHumanAnnotationSpecsVisible} />
-        </div>
-        <div className="flex-grow" />
-        {numHumanAnnotationSpecsHidden > 0 && (
-          <div className="mr-4 mt-2 rounded-full px-2 text-xs font-medium">
-            {numHumanAnnotationSpecsHidden} hidden
-          </div>
-        )}
-      </div>
-      <div className="mb-6 flex items-center">
-        <Icon name={isExpanded ? 'chevron-up' : 'chevron-down'} />
-      </div>
-    </button>
-  );
-};
-
 type HumanAnnotationInputsProps = {
   entity: string;
   project: string;
@@ -254,7 +175,7 @@ const HumanAnnotationInputs = ({
         <div key={field.ref} className="px-16">
           <div className="bg-gray-50 text-md font-semibold">{field.name}</div>
           {field.description && (
-            <div className="bg-gray-50 font-italic mt-4 text-sm text-moon-700 ">
+            <div className="bg-gray-50 font-italic text-sm text-moon-700 ">
               {field.description}
             </div>
           )}
@@ -275,11 +196,3 @@ const HumanAnnotationInputs = ({
     </div>
   );
 };
-
-const DisplayNumericCounter = ({count}: {count: number}) => {
-  return (
-    <div className="rounded-sm bg-moon-150 px-2 text-xs font-medium text-moon-500">
-      {count}
-    </div>
-  );
-};
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
index eadcd2abe1d..7facffe9556 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/feedback/StructuredFeedback/HumanAnnotation.tsx
@@ -1,7 +1,6 @@
-import {Autocomplete, TextField as MuiTextField} from '@mui/material';
 import {toast} from '@wandb/weave/common/components/elements/Toast';
-import {MOON_300} from '@wandb/weave/common/css/color.styles';
 import {Button} from '@wandb/weave/components/Button';
+import {Select} from '@wandb/weave/components/Form/Select';
 import {TextField} from '@wandb/weave/components/Form/TextField';
 import {LoadingDots} from '@wandb/weave/components/LoadingDots';
 import {Tailwind} from '@wandb/weave/components/Tailwind';
@@ -413,11 +412,11 @@ export const TextFeedbackColumn = ({
         value={value}
         onChange={onValueChange}
         maxLength={maxLength}
-        placeholder="..."
+        placeholder=""
       />
       {maxLength && (
         <div className="mb-1 text-xs text-moon-500">
-          {`character max: ${maxLength}`}
+          {`Maximum characters: ${maxLength}`}
         </div>
       )}
     </div>
@@ -445,78 +444,30 @@ export const EnumFeedbackColumn = ({
       label: option,
       value: option,
     }));
-    opts.splice(0, 0, {label: '', value: ''});
     return opts;
   }, [options]);
-
-  const [value, setValue] = useState<Option>(dropdownOptions[0]);
+  const [value, setValue] = useState<Option | undefined>(undefined);
 
   useEffect(() => {
-    setValue(
-      dropdownOptions.find(option => option.value === defaultValue) ??
-        dropdownOptions[0]
-    );
+    const found = dropdownOptions.find(option => option.value === defaultValue);
+    if (found != null) {
+      setValue(found);
+    }
   }, [defaultValue, dropdownOptions]);
 
   const onValueChange = useCallback(
-    (e: any, newValue: Option) => {
-      if (newValue?.value === value?.value) {
+    (newValue: Option | null) => {
+      if (newValue == null || newValue.value === value?.value) {
         return;
       }
       setValue(newValue);
-      onAddFeedback?.(newValue?.value ?? '');
+      onAddFeedback?.(newValue.value);
     },
     [value?.value, onAddFeedback]
   );
 
   return (
-    <div className="flex w-full">
-      <Autocomplete
-        options={dropdownOptions}
-        getOptionLabel={option => option.label}
-        onChange={onValueChange}
-        value={value}
-        openOnFocus
-        autoFocus={focused}
-        renderInput={params => (
-          <MuiTextField
-            {...params}
-            sx={{
-              '& .MuiInputBase-root': {
-                height: '38px',
-                minHeight: '38px',
-                borderColor: MOON_300,
-              },
-              '& .MuiOutlinedInput-notchedOutline': {
-                borderColor: MOON_300,
-              },
-              '&:hover .MuiOutlinedInput-notchedOutline': {
-                borderColor: MOON_300,
-              },
-              '&.Mui-focused .MuiOutlinedInput-notchedOutline': {
-                borderColor: MOON_300,
-              },
-            }}
-          />
-        )}
-        disableClearable
-        sx={{
-          minWidth: '200px',
-          width: '100%',
-        }}
-        fullWidth
-        ListboxProps={{
-          style: {
-            maxHeight: '200px',
-          },
-        }}
-        renderOption={(props, option) => (
-          <li {...props} style={{minHeight: '30px'}}>
-            {option.label || <span>&nbsp;</span>}
-          </li>
-        )}
-      />
-    </div>
+    <Select options={dropdownOptions} value={value} onChange={onValueChange} />
   );
 };
 
@@ -546,16 +497,17 @@ export const BinaryFeedbackColumn = ({
     <Tailwind>
       <div className="flex w-full justify-center gap-10">
         <Button
-          variant={value === true ? 'primary' : 'outline'}
+          variant={value === true ? 'primary' : 'secondary'}
           onClick={() => handleClick(true)}
           autoFocus={focused}>
           True
         </Button>
         <Button
-          variant={value === false ? 'primary' : 'outline'}
+          variant={value === false ? 'primary' : 'secondary'}
           onClick={() => handleClick(false)}>
           False
         </Button>
+        <div className="flex-grow" />
       </div>
     </Tailwind>
   );
@@ -652,9 +604,10 @@ export const NumericalTextField: React.FC<NumericalTextFieldProps> = ({
       />
       {(min != null || max != null) && (
         <div className="mb-1 text-xs text-moon-500">
-          {min != null && `min: ${min}`}
+          {isInteger ? 'Integer required. ' : ''}
+          {min != null && `Min: ${min}`}
           {min != null && max != null && ', '}
-          {max != null && `max: ${max}`}
+          {max != null && `Max: ${max}`}
         </div>
       )}
     </div>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
index bbdca3aea5a..9acbdfe6c2f 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/AnnotationScorerForm.tsx
@@ -14,34 +14,31 @@ const AnnotationScorerFormSchema = z.object({
   Description: z.string().optional(),
   Type: z.discriminatedUnion('type', [
     z.object({
-      type: z.literal('boolean'),
+      type: z.literal('Boolean'),
     }),
     z.object({
-      type: z.literal('integer'),
-      minimum: z.number().optional().describe('Optional minimum value'),
-      maximum: z.number().optional().describe('Optional maximum value'),
+      type: z.literal('Integer'),
+      Minimum: z.number().optional(),
+      Maximum: z.number().optional(),
     }),
     z.object({
-      type: z.literal('number'),
-      minimum: z.number().optional().describe('Optional minimum value'),
-      maximum: z.number().optional().describe('Optional maximum value'),
+      type: z.literal('Number'),
+      Minimum: z.number().optional(),
+      Maximum: z.number().optional(),
     }),
     z.object({
-      type: z.literal('string'),
-      maxLength: z
-        .number()
-        .optional()
-        .describe('Optional maximum length of the string'),
+      type: z.literal('String'),
+      'Max length': z.number().optional(),
     }),
     z.object({
-      type: z.literal('options'),
-      enum: z.array(z.string()).describe('List of options to choose from'),
+      type: z.literal('Select'),
+      'Select options': z.array(z.string()).min(1),
     }),
   ]),
 });
 
 const DEFAULT_STATE = {
-  Type: {type: 'boolean'},
+  Type: {type: 'Boolean'},
 } as z.infer<typeof AnnotationScorerFormSchema>;
 
 export const AnnotationScorerForm: FC<
@@ -84,10 +81,8 @@ export const onAnnotationScorerSave = async (
   data: z.infer<typeof AnnotationScorerFormSchema>,
   client: TraceServerClient
 ) => {
-  let type = data.Type.type;
-  if (type === 'options') {
-    type = 'string';
-  }
+  const jsonSchemaType = convertTypeToJsonSchemaType(data.Type.type);
+  const typeExtras = convertTypeExtrasToJsonSchema(data);
   return createBaseObjectInstance(client, 'AnnotationSpec', {
     obj: {
       project_id: projectIdFromParts({entity, project}),
@@ -96,10 +91,34 @@ export const onAnnotationScorerSave = async (
         name: data.Name,
         description: data.Description,
         field_schema: {
-          ...data.Type,
-          type,
+          ...typeExtras,
+          type: jsonSchemaType,
         },
       },
     },
   });
 };
+
+function convertTypeToJsonSchemaType(type: string) {
+  // Special case for Options, which is a string with an enum
+  if (type === 'Select') {
+    return 'string';
+  }
+  return type.toLowerCase();
+}
+
+function convertTypeExtrasToJsonSchema(
+  obj: z.infer<typeof AnnotationScorerFormSchema>
+) {
+  const typeSchema = obj.Type;
+  const typeExtras: Record<string, any> = {};
+  if (typeSchema.type === 'String') {
+    typeExtras.maxLength = typeSchema['Max length'];
+  } else if (typeSchema.type === 'Integer' || typeSchema.type === 'Number') {
+    typeExtras.minimum = typeSchema.Minimum;
+    typeExtras.maximum = typeSchema.Maximum;
+  } else if (typeSchema.type === 'Select') {
+    typeExtras.enum = typeSchema['Select options'];
+  }
+  return typeExtras;
+}
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/CoreScorersTab.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/CoreScorersTab.tsx
index 823db75a39b..f760912d47a 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/CoreScorersTab.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/CoreScorersTab.tsx
@@ -11,6 +11,7 @@ export const ProgrammaticScorersTab: React.FC<{
       entity={entity}
       project={project}
       objectTitle="Scorer"
+      hideCategoryColumn
       initialFilter={{
         baseObjectClass: 'Scorer',
       }}
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/FormComponents.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/FormComponents.tsx
index 2dcbc9752e3..2716bfbfa81 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/FormComponents.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/FormComponents.tsx
@@ -37,12 +37,14 @@ type TextFieldWithLabelType = (
   props: {
     label?: string;
     style?: React.CSSProperties;
+    isOptional?: boolean;
   } & React.ComponentProps<typeof TextField>
 ) => React.ReactElement;
 
 export const TextFieldWithLabel: TextFieldWithLabelType = ({
   label,
   style,
+  isOptional,
   ...props
 }) => (
   <Box
@@ -52,9 +54,25 @@ export const TextFieldWithLabel: TextFieldWithLabelType = ({
       ...style,
     }}>
     {label && (
-      <InputLabel style={{marginBottom: GAP_BETWEEN_LABEL_AND_FIELD_PX + 'px'}}>
-        {label}
-      </InputLabel>
+      <div
+        style={{
+          display: 'flex',
+          alignItems: 'center',
+          marginBottom: GAP_BETWEEN_LABEL_AND_FIELD_PX + 'px',
+        }}>
+        <InputLabel>{label}</InputLabel>
+        {isOptional && (
+          <span
+            style={{
+              color: 'gray',
+              marginLeft: '4px',
+              alignSelf: 'center',
+              fontSize: '14px',
+            }}>
+            (optional)
+          </span>
+        )}
+      </div>
     )}
     <TextField {...props} />
   </Box>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/LLMJudgesTab.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/LLMJudgesTab.tsx
index ba0c41905d0..2241ec7e756 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/LLMJudgesTab.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/LLMJudgesTab.tsx
@@ -11,8 +11,8 @@ export const LLMJudgesTab: React.FC<{
     <FilterableObjectVersionsTable
       entity={entity}
       project={project}
-      hideCategoryColumn={true}
-      objectTitle="LLM judge"
+      hideCategoryColumn
+      objectTitle="Scorer"
       initialFilter={{
         // Note: we will need to filter this down to just LLM Judge ActionSpecs, but
         // for now they are the only kind (!!)
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/ZodSchemaForm.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/ZodSchemaForm.tsx
index deb78aa28c5..473a2ebcba7 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/ZodSchemaForm.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/ScorersPage/ZodSchemaForm.tsx
@@ -153,7 +153,16 @@ const NestedForm: React.FC<{
   setConfig: (config: Record<string, any>) => void;
   path: string[];
   hideLabel?: boolean;
-}> = ({keyName, fieldSchema, config, setConfig, path, hideLabel}) => {
+  autoFocus?: boolean;
+}> = ({
+  keyName,
+  fieldSchema,
+  config,
+  setConfig,
+  path,
+  hideLabel,
+  autoFocus,
+}) => {
   const currentPath = [...path, keyName];
   const currentValue = getNestedValue(config, currentPath);
 
@@ -287,6 +296,7 @@ const NestedForm: React.FC<{
       type={fieldType}
       value={currentValue ?? ''}
       onChange={value => updateConfig(currentPath, value, config, setConfig)}
+      autoFocus={autoFocus}
     />
   );
 };
@@ -361,6 +371,7 @@ const ArrayField: React.FC<{
                 }}
                 path={[]}
                 hideLabel
+                autoFocus={index === arrayValue.length - 1}
               />
             </Box>
             <Box mb={2} ml={1}>
@@ -380,6 +391,7 @@ const ArrayField: React.FC<{
       ))}
       <Button
         variant="secondary"
+        style={{padding: '4px', width: '100%'}}
         onClick={() =>
           addArrayItem(targetPath, elementSchema, config, setConfig)
         }>
@@ -695,6 +707,7 @@ const NumberField: React.FC<{
     (unwrappedSchema._def.checks.find(check => check.kind === 'max') as any)
       ?.value ?? undefined;
   const fieldDescription = getFieldDescription(fieldSchema);
+  const isOptional = fieldSchema instanceof z.ZodOptional;
 
   return (
     <Box display="flex" alignContent="center" justifyContent="space-between">
@@ -703,6 +716,7 @@ const NumberField: React.FC<{
         type="number"
         value={(value ?? '').toString()}
         style={{width: '100%'}}
+        isOptional={isOptional}
         onChange={newValue => {
           const finalValue = newValue === '' ? undefined : Number(newValue);
           if (
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SplitPanels/SplitPanelRight.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SplitPanels/SplitPanelRight.tsx
index bb351ee914c..96f75a469d1 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SplitPanels/SplitPanelRight.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/common/SplitPanels/SplitPanelRight.tsx
@@ -160,7 +160,7 @@ export const SplitPanelRight = ({
                     bottom: 0,
                     width: numW,
                     overflow: 'hidden',
-                    transform: `translateX(0)`,
+                    transform: `translateX(-${DIVIDER_BORDER_WIDTH}px)`,
                     willChange: isDragging ? 'transform' : 'auto',
                   }}>
                   {drawer}

From 834724fabe2e7c0203ac8f28b0934b6f04ca03dd Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Tue, 3 Dec 2024 19:33:14 -0500
Subject: [PATCH 65/82] feat(weave): Expose simple way to get the captured code
 for an op (#3139)

---
 tests/trace/test_exec.py           |  2 +-
 tests/trace/test_trace_settings.py |  8 ++++----
 weave/trace/op.py                  | 19 +++++++++++++++++++
 3 files changed, 24 insertions(+), 5 deletions(-)

diff --git a/tests/trace/test_exec.py b/tests/trace/test_exec.py
index 117bfec18bc..bff1cf18f4d 100644
--- a/tests/trace/test_exec.py
+++ b/tests/trace/test_exec.py
@@ -101,7 +101,7 @@ def test_publish_works_for_code_with_no_source_file(
 
     ref = captured["ref"]
     op = ref.get()
-    actual_captured_code = op.art.path_contents["obj.py"].decode()
+    actual_captured_code = op.get_captured_code()
     expected_captured_code = expected_captured_code[1:]  # ignore first newline
 
     assert actual_captured_code == expected_captured_code
diff --git a/tests/trace/test_trace_settings.py b/tests/trace/test_trace_settings.py
index bcbd27aeea8..7a4c0de4397 100644
--- a/tests/trace/test_trace_settings.py
+++ b/tests/trace/test_trace_settings.py
@@ -104,7 +104,7 @@ def test_func():
 
     ref = weave.publish(test_func)
     test_func2 = ref.get()
-    code2 = test_func2.art.path_contents["obj.py"].decode()
+    code2 = test_func2.get_captured_code()
     assert "Code-capture was disabled" in code2
 
     parse_and_apply_settings(UserSettings(capture_code=True))
@@ -117,7 +117,7 @@ def test_func():
 
     ref2 = weave.publish(test_func)
     test_func3 = ref2.get()
-    code3 = test_func3.art.path_contents["obj.py"].decode()
+    code3 = test_func3.get_captured_code()
     assert "Code-capture was disabled" not in code3
 
 
@@ -130,7 +130,7 @@ def test_func():
 
     ref = weave.publish(test_func)
     test_func2 = ref.get()
-    code2 = test_func2.art.path_contents["obj.py"].decode()
+    code2 = test_func2.get_captured_code()
     assert "Code-capture was disabled" in code2
 
     os.environ["WEAVE_CAPTURE_CODE"] = "true"
@@ -141,7 +141,7 @@ def test_func():
 
     ref2 = weave.publish(test_func)
     test_func3 = ref2.get()
-    code3 = test_func3.art.path_contents["obj.py"].decode()
+    code3 = test_func3.get_captured_code()
     assert "Code-capture was disabled" not in code3
 
 
diff --git a/weave/trace/op.py b/weave/trace/op.py
index 564e63dbcc1..45147789dee 100644
--- a/weave/trace/op.py
+++ b/weave/trace/op.py
@@ -662,6 +662,8 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
 
             wrapper._tracing_enabled = True  # type: ignore
 
+            wrapper.get_captured_code = partial(get_captured_code, wrapper)  # type: ignore
+
             if callable(call_display_name):
                 params = inspect.signature(call_display_name).parameters
                 if len(params) != 1:
@@ -679,6 +681,23 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
     return op_deco(func)
 
 
+def get_captured_code(op: Op) -> str:
+    """Get the captured code of the op.
+
+    This only works when you get an op back from a ref.  The pattern is:
+
+    ref = weave.publish(func)
+    op = ref.get()
+    captured_code = op.get_captured_code()
+    """
+    try:
+        return op.art.path_contents["obj.py"].decode()  # type: ignore
+    except Exception:
+        raise RuntimeError(
+            "Failed to get captured code for op (this only works when you get an op back from a ref)."
+        )
+
+
 def maybe_bind_method(func: Callable, self: Any = None) -> Callable | MethodType:
     """Bind a function to any object (even if it's not a class)
 

From c340fc830fce44bcee55de71519629bd3c64774c Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Tue, 3 Dec 2024 19:46:20 -0600
Subject: [PATCH 66/82] chore(ui): move Overview back to sidebar top for
 Models-only projects (#3141)

---
 .../src/components/FancyPage/useProjectSidebar.ts  | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/weave-js/src/components/FancyPage/useProjectSidebar.ts b/weave-js/src/components/FancyPage/useProjectSidebar.ts
index 5cd1190dbbe..34d9bb890b6 100644
--- a/weave-js/src/components/FancyPage/useProjectSidebar.ts
+++ b/weave-js/src/components/FancyPage/useProjectSidebar.ts
@@ -41,6 +41,13 @@ export const useProjectSidebar = (
             label: 'Models',
             isShown: isShowAll,
           },
+          {
+            type: 'button' as const,
+            name: 'Overview',
+            slug: 'overview',
+            isShown: isModelsOnly,
+            iconName: IconNames.Info,
+          },
           {
             type: 'button' as const,
             name: 'Workspace',
@@ -98,13 +105,6 @@ export const useProjectSidebar = (
             iconName: IconNames.VersionsLayers,
             isDisabled: viewingRestricted,
           },
-          {
-            type: 'button' as const,
-            name: 'Overview',
-            slug: 'overview',
-            isShown: isModelsOnly,
-            iconName: IconNames.Info,
-          },
           {
             type: 'menuPlaceholder' as const,
             isShown: isShowAll,

From 6f5796da7807c530a56d68bd752b68e41a6ac0ea Mon Sep 17 00:00:00 2001
From: KyleGoyette <kdgoyette@gmail.com>
Date: Wed, 4 Dec 2024 14:56:56 -0800
Subject: [PATCH 67/82] chore(app): Add launch is Active to `useProjectSidebar`
 (#3005)

* hide launch by default

* add to usememo dep

* prettier
---
 weave-js/src/components/FancyPage/useProjectSidebar.ts | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/FancyPage/useProjectSidebar.ts b/weave-js/src/components/FancyPage/useProjectSidebar.ts
index 34d9bb890b6..19dce4215df 100644
--- a/weave-js/src/components/FancyPage/useProjectSidebar.ts
+++ b/weave-js/src/components/FancyPage/useProjectSidebar.ts
@@ -10,7 +10,8 @@ export const useProjectSidebar = (
   hasModelsData: boolean,
   hasWeaveData: boolean,
   hasTraceBackend: boolean = true,
-  hasModelsAccess: boolean = true
+  hasModelsAccess: boolean = true,
+  isLaunchActive: boolean = false
 ): FancyPageSidebarItem[] => {
   // Should show models sidebar items if we have models data or if we don't have a trace backend
   let showModelsSidebarItems = hasModelsData || !hasTraceBackend;
@@ -68,7 +69,7 @@ export const useProjectSidebar = (
             type: 'button' as const,
             name: 'Jobs',
             slug: 'jobs',
-            isShown: isModelsOnly,
+            isShown: isModelsOnly && isLaunchActive,
             isDisabled: viewingRestricted,
             iconName: IconNames.FlashBolt,
           },
@@ -250,5 +251,6 @@ export const useProjectSidebar = (
     viewingRestricted,
     isModelsOnly,
     showWeaveSidebarItems,
+    isLaunchActive,
   ]);
 };

From f716e17908b015d4a481bb2eaaf6a56246f170f5 Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Wed, 4 Dec 2024 15:46:31 -0800
Subject: [PATCH 68/82] chore(ui): right drawer doesn't occlude call metrics
 charts (#3149)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Description

Change size of metric charts section to be full container width instead of fixed based on window size.

Create plotly chart directly in the component render for metric charts, instead of in an effect that depends on only a few of the props.

Adds a 200ms debounce to all metric chart updates so resizing the drawer doesn't cause excessive re-rendering of the plots.

before:
![Screenshot 2024-12-04 at 2 15 04 PM](https://github.com/user-attachments/assets/49a77718-a4e2-486f-af37-8dfae977d63d)

after:
![Screenshot 2024-12-04 at 2 15 26 PM](https://github.com/user-attachments/assets/fb2288b4-3e44-475f-b40f-b310ccdcb129)
---
 .../Browse3/pages/CallsPage/CallsCharts.tsx   |   2 +-
 .../Home/Browse3/pages/CallsPage/Charts.tsx   | 138 +++++++++---------
 2 files changed, 71 insertions(+), 69 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
index bdebf29f697..0519dd2161d 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCharts.tsx
@@ -182,7 +182,7 @@ export const CallsCharts = ({
   return (
     <Tailwind>
       {/* setting the width to the width of the screen minus the sidebar width because of overflow: 'hidden' properties in SimplePageLayout causing issues */}
-      <div className="md:w-[calc(100vw-56px)]">
+      <div className="w-full md:max-w-[calc(100vw-56px)]">
         <div className="mb-20 mt-10">{charts}</div>
       </div>
     </Tailwind>
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/Charts.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/Charts.tsx
index 7d1e9313069..c04ce275483 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/Charts.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/Charts.tsx
@@ -2,7 +2,7 @@ import {quantile} from 'd3-array';
 import _ from 'lodash';
 import moment from 'moment';
 import * as Plotly from 'plotly.js';
-import React, {useEffect, useMemo, useRef} from 'react';
+import React, {useMemo, useRef} from 'react';
 
 import {
   BLUE_500,
@@ -64,6 +64,8 @@ const Y_AXIS_STYLE: Partial<Plotly.LayoutAxis> = {
   zeroline: false,
 };
 
+const PLOT_DEBOUNCE_MS = 200;
+
 export const calculateBinSize = (
   data: ChartDataLatency[] | ChartDataErrors[] | ChartDataRequests[],
   targetBinCount = 15
@@ -147,28 +149,28 @@ export const LatencyPlotlyChart: React.FC<{
     ];
   }, [chartData, binSize]);
 
-  useEffect(() => {
-    const plotlyLayout: Partial<Plotly.Layout> = {
-      height,
-      margin: CHART_MARGIN_STYLE,
-      xaxis: X_AXIS_STYLE_WITH_SPIKES,
-      yaxis: Y_AXIS_STYLE,
-      hovermode: 'x unified',
-      showlegend: false,
-      hoverlabel: {
-        bordercolor: MOON_200,
-      },
-    };
-
-    const plotlyConfig: Partial<Plotly.Config> = {
-      displayModeBar: false,
-      responsive: true,
-    };
-
-    if (divRef.current) {
-      Plotly.newPlot(divRef.current, plotlyData, plotlyLayout, plotlyConfig);
-    }
-  }, [plotlyData, height]);
+  const plotlyLayout: Partial<Plotly.Layout> = {
+    height,
+    margin: CHART_MARGIN_STYLE,
+    xaxis: X_AXIS_STYLE_WITH_SPIKES,
+    yaxis: Y_AXIS_STYLE,
+    hovermode: 'x unified',
+    showlegend: false,
+    hoverlabel: {
+      bordercolor: MOON_200,
+    },
+  };
+
+  const plotlyConfig: Partial<Plotly.Config> = {
+    displayModeBar: false,
+    responsive: true,
+  };
+
+  if (divRef.current) {
+    _.debounce(() => {
+      Plotly.newPlot(divRef.current!, plotlyData, plotlyLayout, plotlyConfig);
+    }, PLOT_DEBOUNCE_MS)();
+  }
 
   return <div ref={divRef}></div>;
 };
@@ -206,29 +208,29 @@ export const ErrorPlotlyChart: React.FC<{
     ];
   }, [chartData, binSize]);
 
-  useEffect(() => {
-    const plotlyLayout: Partial<Plotly.Layout> = {
-      height,
-      margin: CHART_MARGIN_STYLE,
-      bargap: 0.2,
-      xaxis: X_AXIS_STYLE,
-      yaxis: Y_AXIS_STYLE,
-      hovermode: 'x unified',
-      hoverlabel: {
-        bordercolor: MOON_200,
-      },
-      dragmode: 'zoom',
-    };
-
-    const plotlyConfig: Partial<Plotly.Config> = {
-      displayModeBar: false,
-      responsive: true,
-    };
-
-    if (divRef.current) {
-      Plotly.newPlot(divRef.current, plotlyData, plotlyLayout, plotlyConfig);
-    }
-  }, [plotlyData, height]);
+  const plotlyLayout: Partial<Plotly.Layout> = {
+    height,
+    margin: CHART_MARGIN_STYLE,
+    bargap: 0.2,
+    xaxis: X_AXIS_STYLE,
+    yaxis: Y_AXIS_STYLE,
+    hovermode: 'x unified',
+    hoverlabel: {
+      bordercolor: MOON_200,
+    },
+    dragmode: 'zoom',
+  };
+
+  const plotlyConfig: Partial<Plotly.Config> = {
+    displayModeBar: false,
+    responsive: true,
+  };
+
+  if (divRef.current) {
+    _.debounce(() => {
+      Plotly.newPlot(divRef.current!, plotlyData, plotlyLayout, plotlyConfig);
+    }, PLOT_DEBOUNCE_MS)();
+  }
 
   return <div ref={divRef}></div>;
 };
@@ -266,28 +268,28 @@ export const RequestsPlotlyChart: React.FC<{
     ];
   }, [chartData, binSize]);
 
-  useEffect(() => {
-    const plotlyLayout: Partial<Plotly.Layout> = {
-      height,
-      margin: CHART_MARGIN_STYLE,
-      xaxis: X_AXIS_STYLE,
-      yaxis: Y_AXIS_STYLE,
-      bargap: 0.2,
-      hovermode: 'x unified',
-      hoverlabel: {
-        bordercolor: MOON_200,
-      },
-    };
-
-    const plotlyConfig: Partial<Plotly.Config> = {
-      displayModeBar: false,
-      responsive: true,
-    };
-
-    if (divRef.current) {
-      Plotly.newPlot(divRef.current, plotlyData, plotlyLayout, plotlyConfig);
-    }
-  }, [plotlyData, height]);
+  const plotlyLayout: Partial<Plotly.Layout> = {
+    height,
+    margin: CHART_MARGIN_STYLE,
+    xaxis: X_AXIS_STYLE,
+    yaxis: Y_AXIS_STYLE,
+    bargap: 0.2,
+    hovermode: 'x unified',
+    hoverlabel: {
+      bordercolor: MOON_200,
+    },
+  };
+
+  const plotlyConfig: Partial<Plotly.Config> = {
+    displayModeBar: false,
+    responsive: true,
+  };
+
+  if (divRef.current) {
+    _.debounce(() => {
+      Plotly.newPlot(divRef.current!, plotlyData, plotlyLayout, plotlyConfig);
+    }, PLOT_DEBOUNCE_MS)();
+  }
 
   return <div ref={divRef}></div>;
 };

From 7c10a7ef2c2fa6677bc13c8c8be61fc45ffb33cf Mon Sep 17 00:00:00 2001
From: Josiah Lee <josiahwlee@gmail.com>
Date: Wed, 4 Dec 2024 17:00:54 -0800
Subject: [PATCH 69/82] add o1-preview back and latest 4o (#3151)

---
 .../Browse3/pages/PlaygroundPage/llmMaxTokens.ts  | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
index 4b12110cc38..1fbb329b3f0 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/PlaygroundPage/llmMaxTokens.ts
@@ -162,6 +162,11 @@ export const LLM_MAX_TOKENS = {
     max_tokens: 4096,
     supports_function_calling: true,
   },
+  'gpt-4o-2024-11-20': {
+    provider: 'openai',
+    max_tokens: 4096,
+    supports_function_calling: true,
+  },
   'groq/gemma-7b-it': {
     provider: 'groq',
     max_tokens: 8192,
@@ -207,6 +212,16 @@ export const LLM_MAX_TOKENS = {
     max_tokens: 65536,
     supports_function_calling: true,
   },
+  'o1-preview-2024-09-12': {
+    provider: 'openai',
+    max_tokens: 32768,
+    supports_function_calling: true,
+  },
+  'o1-preview': {
+    provider: 'openai',
+    max_tokens: 32768,
+    supports_function_calling: true,
+  },
 
   'ai21.j2-mid-v1': {
     provider: 'bedrock',

From a259e4a1cc3be26abe08b76b8c6e81552a477206 Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Thu, 5 Dec 2024 09:11:43 -0800
Subject: [PATCH 70/82] chore(ui): add custom styles to column menu items
 (#3152)

---
 .../pages/CallsPage/CallsCustomColumnMenu.tsx | 21 +++++++++++++++++--
 1 file changed, 19 insertions(+), 2 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCustomColumnMenu.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCustomColumnMenu.tsx
index 30420e3cbcd..79cdbba5249 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCustomColumnMenu.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsCustomColumnMenu.tsx
@@ -3,6 +3,7 @@
  * as we implement our own UI outside the grid for this. We still want the "Hide column" item,
  * which is inconveniently tied to the "Manage columns" item in `columnMenuColumnsItem`.
  */
+import {createTheme, ThemeProvider} from '@mui/material/styles';
 import {
   GridColumnMenu,
   GridColumnMenuHideItem,
@@ -12,11 +13,27 @@ import React from 'react';
 
 type Slots = Record<string, React.JSXElementConstructor<any> | null>;
 
-// See: https://mui.com/x/react-data-grid/column-menu/#customize-column-menu-items
+const columnMenuTheme = createTheme({
+  components: {
+    MuiTypography: {
+      styleOverrides: {
+        root: {
+          fontSize: '14px',
+          fontFamily: 'Source Sans Pro',
+          fontWeight: 400,
+        },
+      },
+    },
+  },
+});
 export const CallsCustomColumnMenu = (props: GridColumnMenuProps) => {
   const slots: Slots = {columnMenuColumnsItem: null};
   if (props.colDef.hideable ?? true) {
     slots.columnMenuUserItem = GridColumnMenuHideItem;
   }
-  return <GridColumnMenu {...props} slots={slots} />;
+  return (
+    <ThemeProvider theme={columnMenuTheme}>
+      <GridColumnMenu {...props} slots={slots} />
+    </ThemeProvider>
+  );
 };

From 535f81186f8de3d214c5d0eb5c7182a699755314 Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Thu, 5 Dec 2024 22:04:40 -0500
Subject: [PATCH 71/82] chore(weave): Temporarily pin wandb version in mypy to
 unblock CI (#3160)

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2c45dda5fa0..a5649a71720 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
     hooks:
       - id: mypy
         additional_dependencies:
-          [types-pkg-resources==0.1.3, types-all, wandb>=0.15.5]
+          [types-pkg-resources==0.1.3, types-all, wandb>=0.15.5, wandb<0.19.0]
         # Note: You have to update pyproject.toml[tool.mypy] too!
         args: ["--config-file=pyproject.toml"]
         exclude: (.*pyi$)|(weave_query)|(tests)|(examples)

From 2b1fa5a9e5eb2126472dacf8c9395d4728ede197 Mon Sep 17 00:00:00 2001
From: Andrew Truong <itsandrewtruong@gmail.com>
Date: Thu, 5 Dec 2024 22:13:41 -0500
Subject: [PATCH 72/82] chore(weave): Tidy op.py (#3143)

---
 weave/trace/op.py | 28 +++++++---------------------
 1 file changed, 7 insertions(+), 21 deletions(-)

diff --git a/weave/trace/op.py b/weave/trace/op.py
index 45147789dee..5e33e8bdbf8 100644
--- a/weave/trace/op.py
+++ b/weave/trace/op.py
@@ -34,8 +34,6 @@
 
 logger = logging.getLogger(__name__)
 
-WEAVE_KWARGS_KEY = "__weave"
-
 if TYPE_CHECKING:
     from weave.trace.weave_client import Call, CallsIter
 
@@ -54,17 +52,6 @@
 except ImportError:
     ANTHROPIC_NOT_GIVEN = None
 
-try:
-    # https://github.com/search?q=repo:mistralai/client-python%20Final&type=code
-    from mistralai.types.basemodel import UNSET  # type: ignore
-
-    MISTRAL_NOT_GIVEN = UNSET  # type: ignore
-except ImportError:
-    MISTRAL_NOT_GIVEN = None
-
-MISTRAL_NOT_GIVEN = None
-
-
 try:
     from cerebras.cloud.sdk._types import NOT_GIVEN as CEREBRAS_NOT_GIVEN
 except ImportError:
@@ -105,14 +92,13 @@ class ProcessedInputs:
 
 
 def _value_is_sentinel(param: Any) -> bool:
-    return (
-        param.default is None
-        or param.default is OPENAI_NOT_GIVEN
-        or param.default is COHERE_NOT_GIVEN
-        or param.default is ANTHROPIC_NOT_GIVEN
-        or param.default is MISTRAL_NOT_GIVEN
-        or param.default is CEREBRAS_NOT_GIVEN
-        or param.default is Ellipsis
+    return param.default in (
+        None,
+        Ellipsis,
+        OPENAI_NOT_GIVEN,
+        COHERE_NOT_GIVEN,
+        ANTHROPIC_NOT_GIVEN,
+        CEREBRAS_NOT_GIVEN,
     )
 
 

From 43ab785e1c046e0bdb06da4100f10e27707f75ae Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Fri, 6 Dec 2024 10:39:35 -0600
Subject: [PATCH 73/82] refactor(ui): break an import cycle (#3155)

---
 .../PagePanelComponents/Home/Browse3.tsx      | 61 +------------------
 .../Home/Browse3/pages/CallPage/CallPage.tsx  |  2 +-
 .../pages/CallPage/PaginationControls.tsx     |  2 +-
 .../Browse3/pages/CallsPage/CallsTable.tsx    |  2 +-
 .../Home/TableRowSelectionContext.tsx         | 61 +++++++++++++++++++
 5 files changed, 65 insertions(+), 63 deletions(-)
 create mode 100644 weave-js/src/components/PagePanelComponents/Home/TableRowSelectionContext.tsx

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3.tsx
index 976e232716a..3517f4d3b9c 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3.tsx
@@ -104,6 +104,7 @@ import {
   WFDataModelAutoProvider,
 } from './Browse3/pages/wfReactInterface/context';
 import {useHasTraceServerClientContext} from './Browse3/pages/wfReactInterface/traceServerClientContext';
+import {TableRowSelectionProvider} from './TableRowSelectionContext';
 import {useDrawerResize} from './useDrawerResize';
 
 LicenseInfo.setLicenseKey(
@@ -1149,63 +1150,3 @@ const Browse3Breadcrumbs: FC = props => {
     </Breadcrumbs>
   );
 };
-
-export const TableRowSelectionContext = React.createContext<{
-  rowIdsConfigured: boolean;
-  rowIdInTable: (id: string) => boolean;
-  setRowIds?: (rowIds: string[]) => void;
-  getNextRowId?: (currentId: string) => string | null;
-  getPreviousRowId?: (currentId: string) => string | null;
-}>({
-  rowIdsConfigured: false,
-  rowIdInTable: (id: string) => false,
-  setRowIds: () => {},
-  getNextRowId: () => null,
-  getPreviousRowId: () => null,
-});
-
-const TableRowSelectionProvider: FC<{children: React.ReactNode}> = ({
-  children,
-}) => {
-  const [rowIds, setRowIds] = useState<string[]>([]);
-  const rowIdsConfigured = useMemo(() => rowIds.length > 0, [rowIds]);
-  const rowIdInTable = useCallback(
-    (currentId: string) => rowIds.includes(currentId),
-    [rowIds]
-  );
-
-  const getNextRowId = useCallback(
-    (currentId: string) => {
-      const currentIndex = rowIds.indexOf(currentId);
-      if (currentIndex !== -1) {
-        return rowIds[currentIndex + 1];
-      }
-      return null;
-    },
-    [rowIds]
-  );
-
-  const getPreviousRowId = useCallback(
-    (currentId: string) => {
-      const currentIndex = rowIds.indexOf(currentId);
-      if (currentIndex !== -1) {
-        return rowIds[currentIndex - 1];
-      }
-      return null;
-    },
-    [rowIds]
-  );
-
-  return (
-    <TableRowSelectionContext.Provider
-      value={{
-        rowIdsConfigured,
-        rowIdInTable,
-        setRowIds,
-        getNextRowId,
-        getPreviousRowId,
-      }}>
-      {children}
-    </TableRowSelectionContext.Provider>
-  );
-};
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
index 545c64eb4b9..3e4a74a4885 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallPage.tsx
@@ -17,7 +17,7 @@ import {makeRefCall} from '../../../../../../util/refs';
 import {Button} from '../../../../../Button';
 import {Tailwind} from '../../../../../Tailwind';
 import {Browse2OpDefCode} from '../../../Browse2/Browse2OpDefCode';
-import {TableRowSelectionContext} from '../../../Browse3';
+import {TableRowSelectionContext} from '../../../TableRowSelectionContext';
 import {
   FEEDBACK_EXPAND_PARAM,
   TRACETREE_PARAM,
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
index 9a2222e7e0a..7254851929a 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/PaginationControls.tsx
@@ -3,7 +3,7 @@ import {Button} from '@wandb/weave/components/Button';
 import React, {FC, useCallback, useContext, useEffect} from 'react';
 import {useHistory} from 'react-router-dom';
 
-import {TableRowSelectionContext} from '../../../Browse3';
+import {TableRowSelectionContext} from '../../../TableRowSelectionContext';
 import {
   FEEDBACK_EXPAND_PARAM,
   TRACETREE_PARAM,
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
index d7db3324ac9..e6e62180f64 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
@@ -45,7 +45,7 @@ import {useViewerInfo} from '../../../../../../common/hooks/useViewerInfo';
 import {A, TargetBlank} from '../../../../../../common/util/links';
 import {TailwindContents} from '../../../../../Tailwind';
 import {flattenObjectPreservingWeaveTypes} from '../../../Browse2/browse2Util';
-import {TableRowSelectionContext} from '../../../Browse3';
+import {TableRowSelectionContext} from '../../../TableRowSelectionContext';
 import {
   useWeaveflowCurrentRouteContext,
   WeaveflowPeekContext,
diff --git a/weave-js/src/components/PagePanelComponents/Home/TableRowSelectionContext.tsx b/weave-js/src/components/PagePanelComponents/Home/TableRowSelectionContext.tsx
new file mode 100644
index 00000000000..a0e14a3367a
--- /dev/null
+++ b/weave-js/src/components/PagePanelComponents/Home/TableRowSelectionContext.tsx
@@ -0,0 +1,61 @@
+import React, {FC, useCallback, useMemo, useState} from 'react';
+
+export const TableRowSelectionContext = React.createContext<{
+  rowIdsConfigured: boolean;
+  rowIdInTable: (id: string) => boolean;
+  setRowIds?: (rowIds: string[]) => void;
+  getNextRowId?: (currentId: string) => string | null;
+  getPreviousRowId?: (currentId: string) => string | null;
+}>({
+  rowIdsConfigured: false,
+  rowIdInTable: (id: string) => false,
+  setRowIds: () => {},
+  getNextRowId: () => null,
+  getPreviousRowId: () => null,
+});
+
+export const TableRowSelectionProvider: FC<{children: React.ReactNode}> = ({
+  children,
+}) => {
+  const [rowIds, setRowIds] = useState<string[]>([]);
+  const rowIdsConfigured = useMemo(() => rowIds.length > 0, [rowIds]);
+  const rowIdInTable = useCallback(
+    (currentId: string) => rowIds.includes(currentId),
+    [rowIds]
+  );
+
+  const getNextRowId = useCallback(
+    (currentId: string) => {
+      const currentIndex = rowIds.indexOf(currentId);
+      if (currentIndex !== -1) {
+        return rowIds[currentIndex + 1];
+      }
+      return null;
+    },
+    [rowIds]
+  );
+
+  const getPreviousRowId = useCallback(
+    (currentId: string) => {
+      const currentIndex = rowIds.indexOf(currentId);
+      if (currentIndex !== -1) {
+        return rowIds[currentIndex - 1];
+      }
+      return null;
+    },
+    [rowIds]
+  );
+
+  return (
+    <TableRowSelectionContext.Provider
+      value={{
+        rowIdsConfigured,
+        rowIdInTable,
+        setRowIds,
+        getNextRowId,
+        getPreviousRowId,
+      }}>
+      {children}
+    </TableRowSelectionContext.Provider>
+  );
+};

From a06b6ace52988bff45012d78a29c9adbbeb32249 Mon Sep 17 00:00:00 2001
From: Tim Sweeney <tim@wandb.com>
Date: Fri, 6 Dec 2024 08:57:21 -0800
Subject: [PATCH 74/82] chore(weave): Improve large object viewer renders
 (#3102)

* init

* init

* Larger refactor

* Larger refactor

* Larger refactor

* Larger refactor

* Larger refactor
---
 .../Browse3/pages/CallPage/CallDetails.tsx    |  41 ++-----
 .../Browse3/pages/CallPage/ObjectViewer.tsx   |  81 ++++++++-----
 .../pages/CallPage/ObjectViewerSection.tsx    |   4 +-
 .../traceServerCachingClient.ts               | 106 ++++++++++++++++++
 .../wfReactInterface/traceServerClient.ts     |   4 +-
 .../typeViews/CustomWeaveTypeDispatcher.tsx   |   8 ++
 .../PIL.Image.Image/PILImageImage.tsx         |   5 +-
 7 files changed, 183 insertions(+), 66 deletions(-)
 create mode 100644 weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerCachingClient.ts

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallDetails.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallDetails.tsx
index 8a9c011b5de..26be9f0c5d0 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallDetails.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/CallDetails.tsx
@@ -1,4 +1,3 @@
-import {Typography} from '@mui/material';
 import Box from '@mui/material/Box';
 import _ from 'lodash';
 import React, {FC, useContext, useMemo} from 'react';
@@ -10,9 +9,7 @@ import {Button} from '../../../../../Button';
 import {useWeaveflowRouteContext, WeaveflowPeekContext} from '../../context';
 import {CustomWeaveTypeProjectContext} from '../../typeViews/CustomWeaveTypeDispatcher';
 import {CallsTable} from '../CallsPage/CallsTable';
-import {KeyValueTable} from '../common/KeyValueTable';
-import {CallLink, opNiceName} from '../common/Links';
-import {CenteredAnimatedLoader} from '../common/Loader';
+import {CallLink} from '../common/Links';
 import {useWFHooks} from '../wfReactInterface/context';
 import {CallSchema} from '../wfReactInterface/wfDataModelHooksInterface';
 import {ButtonOverlay} from './ButtonOverlay';
@@ -20,6 +17,8 @@ import {ExceptionDetails, getExceptionInfo} from './Exceptions';
 import {ObjectViewerSection} from './ObjectViewerSection';
 import {OpVersionText} from './OpVersionText';
 
+const HEADER_HEIGHT_BUFFER = 60;
+
 const Heading = styled.div`
   color: ${MOON_800};
   font-weight: 600;
@@ -104,7 +103,7 @@ export const CallDetails: FC<{
     columns
   );
 
-  const {singularChildCalls, multipleChildCallOpRefs} = useMemo(
+  const {multipleChildCallOpRefs} = useMemo(
     () => callGrouping(!childCalls.loading ? childCalls.result ?? [] : []),
     [childCalls.loading, childCalls.result]
   );
@@ -133,6 +132,7 @@ export const CallDetails: FC<{
         <Box
           sx={{
             flex: '0 0 auto',
+            maxHeight: `calc(100% - ${HEADER_HEIGHT_BUFFER}px)`,
             p: 2,
           }}>
           <CustomWeaveTypeProjectContext.Provider
@@ -143,6 +143,9 @@ export const CallDetails: FC<{
         <Box
           sx={{
             flex: '0 0 auto',
+            maxHeight: `calc(100% - ${
+              multipleChildCallOpRefs.length > 0 ? HEADER_HEIGHT_BUFFER : 0
+            }px)`,
             p: 2,
           }}>
           {'traceback' in excInfo ? (
@@ -201,7 +204,6 @@ export const CallDetails: FC<{
               sx={{
                 flex: '0 0 auto',
                 height: '500px',
-                maxHeight: '95%',
                 p: 2,
                 display: 'flex',
                 flexDirection: 'column',
@@ -240,33 +242,6 @@ export const CallDetails: FC<{
             </Box>
           );
         })}
-        {childCalls.loading && <CenteredAnimatedLoader />}
-        {/* Disabling display of singular children while we decide if we want them here. */}
-        {false && singularChildCalls.length > 0 && (
-          <Box
-            sx={{
-              flex: '0 0 auto',
-            }}>
-            {multipleChildCallOpRefs.length === 0 ? (
-              <Typography pl={1}>Child calls</Typography>
-            ) : (
-              <Typography pl={1}>Singular child calls</Typography>
-            )}
-            {singularChildCalls.map(c => (
-              <Box
-                key={c.callId}
-                sx={{
-                  flex: '0 0 auto',
-                  p: 2,
-                }}>
-                <KeyValueTable
-                  headerTitle={opNiceName(c.spanName)}
-                  data={getDisplayInputsAndOutput(c)}
-                />
-              </Box>
-            ))}
-          </Box>
-        )}
       </Box>
     </Box>
   );
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewer.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewer.tsx
index d741db64771..e8f39ad2880 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewer.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewer.tsx
@@ -23,7 +23,11 @@ import {LoadingDots} from '../../../../../LoadingDots';
 import {Browse2OpDefCode} from '../../../Browse2/Browse2OpDefCode';
 import {isWeaveRef} from '../../filters/common';
 import {StyledDataGrid} from '../../StyledDataGrid';
-import {isCustomWeaveTypePayload} from '../../typeViews/customWeaveType.types';
+import {
+  CustomWeaveTypePayload,
+  isCustomWeaveTypePayload,
+} from '../../typeViews/customWeaveType.types';
+import {getCustomWeaveTypePreferredRowHeight} from '../../typeViews/CustomWeaveTypeDispatcher';
 import {
   LIST_INDEX_EDGE_NAME,
   OBJECT_ATTR_EDGE_NAME,
@@ -48,6 +52,10 @@ import {
 } from './traverse';
 import {ValueView} from './ValueView';
 
+const DEFAULT_ROW_HEIGHT = 38;
+const CODE_ROW_HEIGHT = 350;
+const TABLE_ROW_HEIGHT = 450;
+
 type Data = Record<string, any> | any[];
 
 type ObjectViewerProps = {
@@ -440,6 +448,47 @@ export const ObjectViewer = ({
     });
   }, [apiRef, expandedIds, updateRowExpand]);
 
+  // Per https://mui.com/x/react-data-grid/row-height/#dynamic-row-height, always
+  // memoize the getRowHeight function.
+  const getRowHeight = useCallback((params: GridRowHeightParams) => {
+    const isNonRefString =
+      params.model.valueType === 'string' && !isWeaveRef(params.model.value);
+    const isArray = params.model.valueType === 'array';
+    const isTableRef =
+      isWeaveRef(params.model.value) &&
+      (parseRefMaybe(params.model.value) as any).weaveKind === 'table';
+    const {isCode} = params.model;
+    const isCustomWeaveType = isCustomWeaveTypePayload(params.model.value);
+    if (!params.model.isLeaf) {
+      // This is a group header, so we want to use the default height
+      return DEFAULT_ROW_HEIGHT;
+    } else if (isNonRefString) {
+      // This is the only special case where we will allow for dynamic height.
+      // Since strings have special renders that take up different amounts of
+      // space, we will allow for dynamic height.
+      return 'auto';
+    } else if (isCustomWeaveType) {
+      const type = (params.model.value as CustomWeaveTypePayload).weave_type
+        .type;
+      const preferredRowHeight = getCustomWeaveTypePreferredRowHeight(type);
+      if (preferredRowHeight) {
+        return preferredRowHeight;
+      }
+      return DEFAULT_ROW_HEIGHT;
+    } else if ((isArray && USE_TABLE_FOR_ARRAYS) || isTableRef) {
+      // Perfectly enough space for 1 page of data rows
+      return TABLE_ROW_HEIGHT;
+    } else if (isCode) {
+      // Probably will get negative feedback here since code that is < 20 lines
+      // will have some whitespace below the code. However, we absolutely need
+      // to have static height for all cells else the MUI data grid will jump around
+      // when cleaning up virtual rows.
+      return CODE_ROW_HEIGHT;
+    } else {
+      return DEFAULT_ROW_HEIGHT;
+    }
+  }, []);
+
   // Finally, we memoize the inner data grid component. This is important to
   // reduce the number of re-renders when the data changes.
   const inner = useMemo(() => {
@@ -473,31 +522,9 @@ export const ObjectViewer = ({
         isGroupExpandedByDefault={node => {
           return expandedIds.includes(node.id);
         }}
-        autoHeight
         columnHeaderHeight={38}
-        getRowHeight={(params: GridRowHeightParams) => {
-          const isNonRefString =
-            params.model.valueType === 'string' &&
-            !isWeaveRef(params.model.value);
-          const isArray = params.model.valueType === 'array';
-          const isTableRef =
-            isWeaveRef(params.model.value) &&
-            (parseRefMaybe(params.model.value) as any).weaveKind === 'table';
-          const {isCode} = params.model;
-          const isCustomWeaveType = isCustomWeaveTypePayload(
-            params.model.value
-          );
-          if (
-            isNonRefString ||
-            (isArray && USE_TABLE_FOR_ARRAYS) ||
-            isTableRef ||
-            isCode ||
-            isCustomWeaveType
-          ) {
-            return 'auto';
-          }
-          return 38;
-        }}
+        rowHeight={DEFAULT_ROW_HEIGHT}
+        getRowHeight={getRowHeight}
         hideFooter
         rowSelection={false}
         groupingColDef={groupingColDef}
@@ -517,10 +544,10 @@ export const ObjectViewer = ({
         }}
       />
     );
-  }, [apiRef, rows, columns, groupingColDef, expandedIds]);
+  }, [apiRef, rows, columns, getRowHeight, groupingColDef, expandedIds]);
 
   // Return the inner data grid wrapped in a div with overflow hidden.
-  return <div style={{overflow: 'hidden'}}>{inner}</div>;
+  return <div style={{overflow: 'hidden', height: '100%'}}>{inner}</div>;
 };
 
 // Helper function to build the base ref for a given path. This function is used
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewerSection.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewerSection.tsx
index d95d9a841de..d02a2e881ca 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewerSection.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallPage/ObjectViewerSection.tsx
@@ -185,7 +185,7 @@ const ObjectViewerSectionNonEmpty = ({
   }, [data, isExpanded]);
 
   return (
-    <>
+    <Box sx={{height: '100%', display: 'flex', flexDirection: 'column'}}>
       <TitleRow>
         <Title>{title}</Title>
         <Button
@@ -224,7 +224,7 @@ const ObjectViewerSectionNonEmpty = ({
         )}
       </TitleRow>
       {body}
-    </>
+    </Box>
   );
 };
 
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerCachingClient.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerCachingClient.ts
new file mode 100644
index 00000000000..d1ca67c7c4c
--- /dev/null
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerCachingClient.ts
@@ -0,0 +1,106 @@
+import LRUCache from 'lru-cache';
+
+import {
+  TraceFileContentReadReq,
+  TraceFileContentReadRes,
+  TraceObjReadReq,
+  TraceObjReadRes,
+  TraceTableQueryReq,
+  TraceTableQueryRes,
+  TraceTableQueryStatsReq,
+  TraceTableQueryStatsRes,
+} from './traceServerClientTypes';
+import {DirectTraceServerClient} from './traceServerDirectClient';
+
+interface CacheConfig {
+  max: number;
+  getCacheKey: (req: any) => string;
+}
+
+export class CachingTraceServerClient extends DirectTraceServerClient {
+  private caches: Map<
+    string,
+    {cache: LRUCache<string, any>; config: CacheConfig}
+  >;
+
+  constructor(baseUrl: string) {
+    super(baseUrl);
+    this.caches = new Map();
+
+    // Configure caches for specific methods
+    this.addCache('fileContent', {
+      max: 1000,
+      getCacheKey: (req: TraceFileContentReadReq) => JSON.stringify(req),
+    });
+
+    this.addCache('objRead', {
+      max: 1000,
+      getCacheKey: (req: TraceObjReadReq) => JSON.stringify(req),
+    });
+
+    this.addCache('tableQuery', {
+      max: 1000,
+      getCacheKey: (req: TraceTableQueryReq) => JSON.stringify(req),
+    });
+
+    this.addCache('tableQueryStats', {
+      max: 1000,
+      getCacheKey: (req: TraceTableQueryStatsReq) => JSON.stringify(req),
+    });
+  }
+
+  protected addCache(methodName: string, config: CacheConfig) {
+    this.caches.set(methodName, {
+      cache: new LRUCache({max: config.max}),
+      config,
+    });
+  }
+
+  protected withCache<Req, Res>(
+    methodName: string,
+    req: Req,
+    getFresh: () => Promise<Res>
+  ): Promise<Res> {
+    const cacheInfo = this.caches.get(methodName);
+    if (!cacheInfo) {
+      return getFresh();
+    }
+
+    const {cache, config} = cacheInfo;
+    const key = config.getCacheKey(req);
+    const cached = cache.get(key) as Res | undefined;
+
+    if (cached) {
+      return Promise.resolve(cached);
+    }
+
+    return getFresh().then(result => {
+      cache.set(key, result);
+      return result;
+    });
+  }
+
+  public override fileContent(
+    req: TraceFileContentReadReq
+  ): Promise<TraceFileContentReadRes> {
+    return this.withCache('fileContent', req, () => super.fileContent(req));
+  }
+
+  public override objRead(req: TraceObjReadReq): Promise<TraceObjReadRes> {
+    return this.withCache('objRead', req, () => super.objRead(req));
+  }
+
+  public override tableQuery(
+    req: TraceTableQueryReq
+  ): Promise<TraceTableQueryRes> {
+    return this.withCache('tableQuery', req, () => super.tableQuery(req));
+  }
+
+  public override tableQueryStats(
+    req: TraceTableQueryStatsReq
+  ): Promise<TraceTableQueryStatsRes> {
+    return this.withCache('tableQueryStats', req, () =>
+      super.tableQueryStats(req)
+    );
+  }
+}
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerClient.ts b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerClient.ts
index 2c38bcef551..b3a15a8a595 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerClient.ts
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/wfReactInterface/traceServerClient.ts
@@ -1,5 +1,6 @@
 import _ from 'lodash';
 
+import {CachingTraceServerClient} from './traceServerCachingClient';
 import {
   CompletionsCreateReq,
   CompletionsCreateRes,
@@ -14,12 +15,11 @@ import {
   TraceRefsReadBatchReq,
   TraceRefsReadBatchRes,
 } from './traceServerClientTypes';
-import {DirectTraceServerClient} from './traceServerDirectClient';
 
 const DEFAULT_BATCH_INTERVAL = 150;
 const MAX_REFS_PER_BATCH = 1000;
 
-export class TraceServerClient extends DirectTraceServerClient {
+export class TraceServerClient extends CachingTraceServerClient {
   private readBatchCollectors: Array<{
     req: TraceRefsReadBatchReq;
     resolvePromise: (res: TraceRefsReadBatchRes) => void;
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/CustomWeaveTypeDispatcher.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/CustomWeaveTypeDispatcher.tsx
index ec246ceb8cc..7edce4908da 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/CustomWeaveTypeDispatcher.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/CustomWeaveTypeDispatcher.tsx
@@ -24,16 +24,24 @@ const customWeaveTypeRegistry: {
       project: string;
       data: any; // I wish this could be typed more specifically
     }>;
+    preferredRowHeight?: number;
   };
 } = {
   'PIL.Image.Image': {
     component: PILImageImage,
+    preferredRowHeight: 350,
   },
   'wave.Wave_read': {
     component: AudioPlayer,
   },
 };
 
+export const getCustomWeaveTypePreferredRowHeight = (
+  typeId: string
+): number | undefined => {
+  return customWeaveTypeRegistry[typeId]?.preferredRowHeight;
+};
+
 /**
  * This context is used to provide the entity and project to the
  * CustomWeaveTypeDispatcher. Importantly, what this does is allows the
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/PIL.Image.Image/PILImageImage.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/PIL.Image.Image/PILImageImage.tsx
index fb07477497f..03944dca959 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/PIL.Image.Image/PILImageImage.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/typeViews/PIL.Image.Image/PILImageImage.tsx
@@ -45,8 +45,9 @@ export const PILImageImage: React.FC<{
       src={url}
       alt="Custom"
       style={{
-        maxWidth: '100%',
-        maxHeight: '100%',
+        width: '100%',
+        height: '100%',
+        objectFit: 'contain',
       }}
     />
   );

From 8d010651bb2a06d8c69cc3fa316870441e7e760d Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Fri, 6 Dec 2024 09:00:43 -0800
Subject: [PATCH 75/82] chore(weave): capture request id for openai completions
 (#3153)

---
 .../instructor/instructor_test.py             |  6 ++--
 tests/integrations/openai/openai_test.py      | 36 +++++++++----------
 weave/integrations/openai/openai_sdk.py       | 13 ++++---
 3 files changed, 30 insertions(+), 25 deletions(-)

diff --git a/tests/integrations/instructor/instructor_test.py b/tests/integrations/instructor/instructor_test.py
index 761d961b9af..b9667ebb086 100644
--- a/tests/integrations/instructor/instructor_test.py
+++ b/tests/integrations/instructor/instructor_test.py
@@ -64,7 +64,7 @@ def test_instructor_openai(
     assert op_name_from_ref(call.op_name) == "openai.chat.completions.create"
     output = call.output
     output_arguments = json.loads(
-        output.choices[0].message.tool_calls[0].function.arguments
+        output["choices"][0]["message"]["tool_calls"][0]["function"]["arguments"]
     )
     assert "person_name" in output_arguments
     assert "age" in output_arguments
@@ -112,7 +112,7 @@ async def extract_person(text: str) -> Person:
     assert op_name_from_ref(call.op_name) == "openai.chat.completions.create"
     output = call.output
     output_arguments = json.loads(
-        output.choices[0].message.tool_calls[0].function.arguments
+        output["choices"][0]["message"]["tool_calls"][0]["function"]["arguments"]
     )
     assert "person_name" in output_arguments
     assert "age" in output_arguments
@@ -166,7 +166,7 @@ def test_instructor_iterable(
     assert call.started_at < call.ended_at
     assert op_name_from_ref(call.op_name) == "openai.chat.completions.create"
     output = call.output
-    output_arguments = json.loads(output.choices[0].message.content)
+    output_arguments = json.loads(output["choices"][0]["message"]["content"])
     assert "tasks" in output_arguments
     assert "person_name" in output_arguments["tasks"][0]
     assert "age" in output_arguments["tasks"][0]
diff --git a/tests/integrations/openai/openai_test.py b/tests/integrations/openai/openai_test.py
index 331a2580030..3022defc5a1 100644
--- a/tests/integrations/openai/openai_test.py
+++ b/tests/integrations/openai/openai_test.py
@@ -38,10 +38,10 @@ def test_openai_quickstart(client: weave.trace.weave_client.WeaveClient) -> None
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["requests"] == 1
     assert usage["completion_tokens"] == 28
     assert usage["prompt_tokens"] == 11
@@ -86,10 +86,10 @@ async def test_openai_async_quickstart(
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["requests"] == 1
     assert usage["completion_tokens"] == 28
     assert usage["prompt_tokens"] == 11
@@ -315,10 +315,10 @@ def test_openai_function_call(client: weave.trace.weave_client.WeaveClient) -> N
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["total_tokens"] == 117
     assert usage["completion_tokens"] == 18
     assert usage["prompt_tokens"] == 99
@@ -401,10 +401,10 @@ async def test_openai_function_call_async(
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["total_tokens"] == 117
     assert usage["completion_tokens"] == 18
     assert usage["prompt_tokens"] == 99
@@ -577,10 +577,10 @@ def test_openai_tool_call(client: weave.trace.weave_client.WeaveClient) -> None:
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["total_tokens"] == 117
     assert usage["completion_tokens"] == 27
     assert usage["prompt_tokens"] == 90
@@ -664,10 +664,10 @@ async def test_openai_tool_call_async(
     assert call.started_at < call.ended_at  # type: ignore
 
     output = call.output
-    assert output.model == "gpt-4o-2024-05-13"
-    assert output.object == "chat.completion"
+    assert output["model"] == "gpt-4o-2024-05-13"
+    assert output["object"] == "chat.completion"
 
-    usage = call.summary["usage"][output.model]  # type: ignore
+    usage = call.summary["usage"][output["model"]]  # type: ignore
     assert usage["total_tokens"] == 117
     assert usage["completion_tokens"] == 27
     assert usage["prompt_tokens"] == 90
diff --git a/weave/integrations/openai/openai_sdk.py b/weave/integrations/openai/openai_sdk.py
index e68661875f3..7814700d4d3 100644
--- a/weave/integrations/openai/openai_sdk.py
+++ b/weave/integrations/openai/openai_sdk.py
@@ -94,8 +94,9 @@ def _get_tool_calls(
                 )
         return _tool_calls
 
+    dump = None
     if isinstance(value, ChatCompletionChunk):
-        final_value = ChatCompletion(
+        dump = ChatCompletion(
             id=value.id,
             choices=[
                 {
@@ -116,10 +117,14 @@ def _get_tool_calls(
             object="chat.completion",
             system_fingerprint=value.system_fingerprint,
             usage=value.usage if hasattr(value, "usage") else None,
-        )
-        return final_value.model_dump(exclude_unset=True, exclude_none=True)
-    else:
+        ).model_dump(exclude_unset=True, exclude_none=True)
+    elif not hasattr(value, "model_dump"):
         return value
+    else:
+        dump = value.model_dump(exclude_unset=True, exclude_none=True)
+    if hasattr(value, "_request_id"):
+        dump["request_id"] = value._request_id
+    return dump
 
 
 def openai_accumulator(

From dd43774237789b8ecda6fcb263853a23224e1c45 Mon Sep 17 00:00:00 2001
From: Ben Sherman <bcanfieldsherman@gmail.com>
Date: Fri, 6 Dec 2024 10:11:04 -0800
Subject: [PATCH 76/82] chore(ui): update calls table column menu icons (#3162)

---
 weave-js/src/assets/icons/icon-not-visible.svg    |  5 +++++
 weave-js/src/assets/icons/icon-pin-to-right.svg   |  5 +++++
 weave-js/src/components/Icon/Icon.tsx             | 10 ++++++++++
 weave-js/src/components/Icon/index.ts             |  2 ++
 weave-js/src/components/Icon/types.ts             |  2 ++
 .../Home/Browse3/pages/CallsPage/CallsTable.tsx   | 15 ++++++++++++++-
 6 files changed, 38 insertions(+), 1 deletion(-)
 create mode 100644 weave-js/src/assets/icons/icon-not-visible.svg
 create mode 100644 weave-js/src/assets/icons/icon-pin-to-right.svg

diff --git a/weave-js/src/assets/icons/icon-not-visible.svg b/weave-js/src/assets/icons/icon-not-visible.svg
new file mode 100644
index 00000000000..766810c7811
--- /dev/null
+++ b/weave-js/src/assets/icons/icon-not-visible.svg
@@ -0,0 +1,5 @@
+<svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+    <path
+        d="M21.3458 10.0012C21.7133 10.1923 21.8563 10.6452 21.6652 11.0127L20.9998 10.6667C21.6652 11.0127 21.6652 11.0127 21.6652 11.0127L21.6644 11.0142L21.6634 11.0162L21.6605 11.0216L21.6519 11.0377C21.6448 11.0508 21.6351 11.0685 21.6227 11.0906C21.5979 11.1347 21.5622 11.1963 21.5155 11.2727C21.422 11.4256 21.2838 11.6385 21.0984 11.8914C20.8469 12.2344 20.5068 12.653 20.0715 13.0959C19.9136 13.2565 19.9094 13.5154 20.0687 13.6747L21.2303 14.8363C21.5232 15.1292 21.5232 15.6041 21.2303 15.897C20.9374 16.1899 20.4625 16.1899 20.1696 15.897L18.8569 14.5843C18.7183 14.4457 18.5002 14.4286 18.3376 14.538C17.7094 14.961 16.9854 15.3543 16.1606 15.6706C15.9444 15.7535 15.8335 15.9974 15.9226 16.2112L16.4922 17.5782C16.6515 17.9605 16.4707 18.3997 16.0883 18.559C15.706 18.7183 15.2669 18.5375 15.1076 18.1551L14.4192 16.5031C14.3463 16.328 14.1606 16.229 13.9735 16.2596C13.3566 16.3605 12.6991 16.4167 11.9998 16.4167C11.3006 16.4167 10.6432 16.3605 10.0263 16.2596C9.8392 16.229 9.65352 16.3281 9.58058 16.5031L8.89224 18.1551C8.73293 18.5375 8.29382 18.7183 7.91147 18.559C7.52912 18.3997 7.34831 17.9605 7.50763 17.5782L8.07719 16.2112C8.16627 15.9975 8.0554 15.7536 7.83915 15.6706C7.0144 15.3543 6.29033 14.961 5.6621 14.5381C5.49952 14.4286 5.28141 14.4458 5.14283 14.5843L3.83018 15.897C3.53729 16.1899 3.06242 16.1899 2.76952 15.897C2.47663 15.6041 2.47663 15.1292 2.76952 14.8363L3.93106 13.6748C4.09033 13.5155 4.08616 13.2566 3.92825 13.096C3.49289 12.6531 3.15279 12.2344 2.90126 11.8914C2.71579 11.6385 2.57761 11.4256 2.48417 11.2727C2.43742 11.1963 2.40178 11.1347 2.37695 11.0906C2.36452 11.0685 2.3548 11.0508 2.34772 11.0377L2.33909 11.0216L2.33626 11.0162L2.33521 11.0142C2.33521 11.0142 2.33441 11.0127 2.99977 10.6667L2.33441 11.0127C2.14331 10.6452 2.28631 10.1923 2.65381 10.0012C3.02074 9.81044 3.47274 9.95271 3.66435 10.319L3.66722 10.3243C3.67038 10.3301 3.67603 10.3405 3.68422 10.355C3.70059 10.3841 3.72706 10.43 3.76391 10.4903C3.83765 10.6109 3.9526 10.7886 4.11087 11.0044C4.42796 11.4368 4.91547 12.0175 5.58952 12.5986C6.93141 13.7554 9.01343 14.9167 11.9998 14.9167C14.9862 14.9167 17.0682 13.7554 18.4101 12.5986C19.0842 12.0175 19.5717 11.4368 19.8888 11.0044C20.047 10.7886 20.162 10.6109 20.2357 10.4903C20.2726 10.43 20.299 10.3841 20.3154 10.355C20.3236 10.3405 20.3293 10.3301 20.3324 10.3243L20.3344 10.3206L20.335 10.3196C20.5266 9.95329 20.9789 9.81044 21.3458 10.0012Z"
+        fill="currentColor" />
+</svg>
\ No newline at end of file
diff --git a/weave-js/src/assets/icons/icon-pin-to-right.svg b/weave-js/src/assets/icons/icon-pin-to-right.svg
new file mode 100644
index 00000000000..1ae05ea52ae
--- /dev/null
+++ b/weave-js/src/assets/icons/icon-pin-to-right.svg
@@ -0,0 +1,5 @@
+<svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+    <path fill-rule="evenodd" clip-rule="evenodd"
+        d="M3.01719 9.2399C2.06222 10.1952 2.52073 11.7288 3.65016 12.2008C5.16656 12.8346 6.60702 13.9748 7.45814 14.976C8.31598 15.9852 9.31862 17.6021 9.90729 19.2358C10.3377 20.4302 11.8963 20.8641 12.8429 19.9172L15.8021 16.9571L20.2201 21.3765C20.5129 21.6694 20.9876 21.6694 21.2804 21.3765C21.5732 21.0836 21.5732 20.6087 21.2804 20.3158L16.8624 15.8964L19.9117 12.8461C20.8582 11.8993 20.4245 10.3402 19.2305 9.90964C17.5973 9.32079 15.9809 8.31782 14.9721 7.45971C13.9712 6.60832 12.8313 5.16741 12.1977 3.65052C11.7259 2.52073 10.1927 2.06208 9.23776 3.01736L3.01719 9.2399ZM4.22824 10.8168C4.11611 10.7699 4.03833 10.6718 4.01204 10.5595C3.98693 10.4523 4.01377 10.3643 4.07752 10.3006L10.2981 4.07802C10.3618 4.01425 10.4498 3.9874 10.557 4.01252C10.6692 4.03882 10.7673 4.11663 10.8141 4.22879C11.5256 5.93216 12.4296 7.18928 14.0007 8.60243C15.5826 10.0253 16.9977 10.6991 18.722 11.3208C18.8244 11.3577 18.8927 11.4398 18.9167 11.5384C18.9399 11.634 18.9168 11.72 18.8514 11.7855L11.7825 18.8566C11.7171 18.922 11.6311 18.9451 11.5355 18.9219C11.437 18.8979 11.3549 18.8296 11.318 18.7272C10.6965 17.0023 10.0229 15.5868 8.60049 14.0043C7.18779 12.4327 5.93107 11.5284 4.22824 10.8168Z"
+        fill="currentColor" />
+</svg>
\ No newline at end of file
diff --git a/weave-js/src/components/Icon/Icon.tsx b/weave-js/src/components/Icon/Icon.tsx
index a87f41dfe56..9c6b8f1e054 100644
--- a/weave-js/src/components/Icon/Icon.tsx
+++ b/weave-js/src/components/Icon/Icon.tsx
@@ -141,6 +141,7 @@ import {ReactComponent as ImportMolecule} from '../../assets/icons/icon-molecule
 import {ReactComponent as ImportMusicAudio} from '../../assets/icons/icon-music-audio.svg';
 import {ReactComponent as ImportNewSectionAbove} from '../../assets/icons/icon-new-section-above.svg';
 import {ReactComponent as ImportNewSectionBelow} from '../../assets/icons/icon-new-section-below.svg';
+import {ReactComponent as ImportNotVisible} from '../../assets/icons/icon-not-visible.svg';
 import {ReactComponent as ImportNumber} from '../../assets/icons/icon-number.svg';
 import {ReactComponent as ImportOpenNewTab} from '../../assets/icons/icon-open-new-tab.svg';
 import {ReactComponent as ImportOpenaiLogo} from '../../assets/icons/icon-openai-logo.svg';
@@ -160,6 +161,7 @@ import {ReactComponent as ImportPaused} from '../../assets/icons/icon-paused.svg
 import {ReactComponent as ImportPencilEdit} from '../../assets/icons/icon-pencil-edit.svg';
 import {ReactComponent as ImportPhoto} from '../../assets/icons/icon-photo.svg';
 import {ReactComponent as ImportPin} from '../../assets/icons/icon-pin.svg';
+import {ReactComponent as ImportPinToRight} from '../../assets/icons/icon-pin-to-right.svg';
 import {ReactComponent as ImportPlay} from '../../assets/icons/icon-play.svg';
 import {ReactComponent as ImportPlotly} from '../../assets/icons/icon-plotly.svg';
 import {ReactComponent as ImportPriorityCritical} from '../../assets/icons/icon-priority-critical.svg';
@@ -698,6 +700,9 @@ export const IconNewSectionAbove = (props: SVGIconProps) => (
 export const IconNewSectionBelow = (props: SVGIconProps) => (
   <ImportNewSectionBelow {...updateIconProps(props)} />
 );
+export const IconNotVisible = (props: SVGIconProps) => (
+  <ImportNotVisible {...updateIconProps(props)} />
+);
 export const IconNumber = (props: SVGIconProps) => (
   <ImportNumber {...updateIconProps(props)} />
 );
@@ -755,6 +760,9 @@ export const IconPhoto = (props: SVGIconProps) => (
 export const IconPin = (props: SVGIconProps) => (
   <ImportPin {...updateIconProps(props)} />
 );
+export const IconPinToRight = (props: SVGIconProps) => (
+  <ImportPinToRight {...updateIconProps(props)} />
+);
 export const IconPlay = (props: SVGIconProps) => (
   <ImportPlay {...updateIconProps(props)} />
 );
@@ -1201,6 +1209,7 @@ const ICON_NAME_TO_ICON: Record<IconName, ElementType> = {
   'music-audio': IconMusicAudio,
   'new-section-above': IconNewSectionAbove,
   'new-section-below': IconNewSectionBelow,
+  'not-visible': IconNotVisible,
   number: IconNumber,
   'open-new-tab': IconOpenNewTab,
   'openai-logo': IconOpenaiLogo,
@@ -1220,6 +1229,7 @@ const ICON_NAME_TO_ICON: Record<IconName, ElementType> = {
   'pencil-edit': IconPencilEdit,
   photo: IconPhoto,
   pin: IconPin,
+  'pin-to-right': IconPinToRight,
   play: IconPlay,
   plotly: IconPlotly,
   'priority-critical': IconPriorityCritical,
diff --git a/weave-js/src/components/Icon/index.ts b/weave-js/src/components/Icon/index.ts
index aa92f74b31a..d061df41656 100644
--- a/weave-js/src/components/Icon/index.ts
+++ b/weave-js/src/components/Icon/index.ts
@@ -141,6 +141,7 @@ export {
   IconMusicAudio,
   IconNewSectionAbove,
   IconNewSectionBelow,
+  IconNotVisible,
   IconNumber,
   IconOpenaiLogo,
   IconOpenNewTab,
@@ -160,6 +161,7 @@ export {
   IconPencilEdit,
   IconPhoto,
   IconPin,
+  IconPinToRight,
   IconPlay,
   IconPlotly,
   IconPriorityCritical,
diff --git a/weave-js/src/components/Icon/types.ts b/weave-js/src/components/Icon/types.ts
index 8002b47eb9c..e9ea98d1c0e 100644
--- a/weave-js/src/components/Icon/types.ts
+++ b/weave-js/src/components/Icon/types.ts
@@ -140,6 +140,7 @@ export const IconNames = {
   MusicAudio: 'music-audio',
   NewSectionAbove: 'new-section-above',
   NewSectionBelow: 'new-section-below',
+  NotVisible: 'not-visible',
   Number: 'number',
   OpenNewTab: 'open-new-tab',
   OpenaiLogo: 'openai-logo',
@@ -159,6 +160,7 @@ export const IconNames = {
   PencilEdit: 'pencil-edit',
   Photo: 'photo',
   Pin: 'pin',
+  PinToRight: 'pin-to-right',
   Play: 'play',
   Plotly: 'plotly',
   PriorityCritical: 'priority-critical',
diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
index e6e62180f64..9f845ad0cd1 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
@@ -29,7 +29,13 @@ import {
 import {MOON_200, TEAL_300} from '@wandb/weave/common/css/color.styles';
 import {Switch} from '@wandb/weave/components';
 import {Checkbox} from '@wandb/weave/components/Checkbox/Checkbox';
-import {Icon} from '@wandb/weave/components/Icon';
+import {
+  Icon,
+  IconNotVisible,
+  IconPinToRight,
+  IconSortAscending,
+  IconSortDescending,
+} from '@wandb/weave/components/Icon';
 import React, {
   FC,
   useCallback,
@@ -1069,6 +1075,13 @@ export const CallsTable: FC<{
           },
           columnMenu: CallsCustomColumnMenu,
           pagination: PaginationButtons,
+          columnMenuSortDescendingIcon: IconSortDescending,
+          columnMenuSortAscendingIcon: IconSortAscending,
+          columnMenuHideIcon: IconNotVisible,
+          columnMenuPinLeftIcon: () => (
+            <IconPinToRight style={{transform: 'scaleX(-1)'}} />
+          ),
+          columnMenuPinRightIcon: IconPinToRight,
         }}
       />
     </FilterLayoutTemplate>

From 563fe3a0cebc10ef949dc88bb40e6461e233584d Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Fri, 6 Dec 2024 13:14:40 -0600
Subject: [PATCH 77/82] chore(ui) add filled circle icon (#3163)

---
 weave-js/src/assets/icons/icon-filled-circle.svg | 3 +++
 weave-js/src/components/Icon/Icon.tsx            | 5 +++++
 weave-js/src/components/Icon/index.ts            | 1 +
 weave-js/src/components/Icon/types.ts            | 1 +
 4 files changed, 10 insertions(+)
 create mode 100644 weave-js/src/assets/icons/icon-filled-circle.svg

diff --git a/weave-js/src/assets/icons/icon-filled-circle.svg b/weave-js/src/assets/icons/icon-filled-circle.svg
new file mode 100644
index 00000000000..2b57c31558b
--- /dev/null
+++ b/weave-js/src/assets/icons/icon-filled-circle.svg
@@ -0,0 +1,3 @@
+<svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path d="M19 12C19 15.866 15.866 19 12 19C8.13401 19 5 15.866 5 12C5 8.13401 8.13401 5 12 5C15.866 5 19 8.13401 19 12Z" fill="currentColor"/>
+</svg>
diff --git a/weave-js/src/components/Icon/Icon.tsx b/weave-js/src/components/Icon/Icon.tsx
index 9c6b8f1e054..948c8a456b4 100644
--- a/weave-js/src/components/Icon/Icon.tsx
+++ b/weave-js/src/components/Icon/Icon.tsx
@@ -74,6 +74,7 @@ import {ReactComponent as ImportExpandUncollapse} from '../../assets/icons/icon-
 import {ReactComponent as ImportExportShareUpload} from '../../assets/icons/icon-export-share-upload.svg';
 import {ReactComponent as ImportFacebookSocial} from '../../assets/icons/icon-facebook-social.svg';
 import {ReactComponent as ImportFailed} from '../../assets/icons/icon-failed.svg';
+import {ReactComponent as ImportFilledCircle} from '../../assets/icons/icon-filled-circle.svg';
 import {ReactComponent as ImportFilterAlt} from '../../assets/icons/icon-filter-alt.svg';
 import {ReactComponent as ImportFlashBolt} from '../../assets/icons/icon-flash-bolt.svg';
 import {ReactComponent as ImportFolderAlt} from '../../assets/icons/icon-folder-alt.svg';
@@ -499,6 +500,9 @@ export const IconFacebookSocial = (props: SVGIconProps) => (
 export const IconFailed = (props: SVGIconProps) => (
   <ImportFailed {...updateIconProps(props)} />
 );
+export const IconFilledCircle = (props: SVGIconProps) => (
+  <ImportFilledCircle {...updateIconProps(props)} />
+);
 export const IconFilterAlt = (props: SVGIconProps) => (
   <ImportFilterAlt {...updateIconProps(props)} />
 );
@@ -1142,6 +1146,7 @@ const ICON_NAME_TO_ICON: Record<IconName, ElementType> = {
   'export-share-upload': IconExportShareUpload,
   'facebook-social': IconFacebookSocial,
   failed: IconFailed,
+  'filled-circle': IconFilledCircle,
   'filter-alt': IconFilterAlt,
   'flash-bolt': IconFlashBolt,
   'folder-alt': IconFolderAlt,
diff --git a/weave-js/src/components/Icon/index.ts b/weave-js/src/components/Icon/index.ts
index d061df41656..81839a71019 100644
--- a/weave-js/src/components/Icon/index.ts
+++ b/weave-js/src/components/Icon/index.ts
@@ -74,6 +74,7 @@ export {
   IconExportShareUpload,
   IconFacebookSocial,
   IconFailed,
+  IconFilledCircle,
   IconFilterAlt,
   IconFlashBolt,
   IconFolderAlt,
diff --git a/weave-js/src/components/Icon/types.ts b/weave-js/src/components/Icon/types.ts
index e9ea98d1c0e..55f46c52833 100644
--- a/weave-js/src/components/Icon/types.ts
+++ b/weave-js/src/components/Icon/types.ts
@@ -73,6 +73,7 @@ export const IconNames = {
   ExportShareUpload: 'export-share-upload',
   FacebookSocial: 'facebook-social',
   Failed: 'failed',
+  FilledCircle: 'filled-circle',
   FilterAlt: 'filter-alt',
   FlashBolt: 'flash-bolt',
   FolderAlt: 'folder-alt',

From 3a94131f505869e4cd2d43152338050b6fd8b652 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Fri, 6 Dec 2024 13:46:39 -0800
Subject: [PATCH 78/82] add batch processor (#3167)

---
 tests/trace/test_trace_server_common.py       | 24 +++++
 .../clickhouse_trace_server_batched.py        | 88 ++++++++-----------
 weave/trace_server/trace_server_common.py     | 28 ++++++
 3 files changed, 87 insertions(+), 53 deletions(-)

diff --git a/tests/trace/test_trace_server_common.py b/tests/trace/test_trace_server_common.py
index 9bc7495481f..d9170f83eee 100644
--- a/tests/trace/test_trace_server_common.py
+++ b/tests/trace/test_trace_server_common.py
@@ -1,4 +1,5 @@
 from weave.trace_server.trace_server_common import (
+    DynamicBatchProcessor,
     LRUCache,
     get_nested_key,
     set_nested_key,
@@ -54,3 +55,26 @@ def test_lru_cache():
     cache["c"] = 10
     assert cache["c"] == 10
     assert cache["d"] == 4
+
+
+def test_dynamic_batch_processor():
+    # Initialize processor with:
+    # - initial batch size of 2
+    # - max size of 8
+    # - growth factor of 2
+    processor = DynamicBatchProcessor(initial_size=2, max_size=8, growth_factor=2)
+
+    test_data = range(15)
+
+    batches = list(processor.make_batches(iter(test_data)))
+
+    # Expected batch sizes: 2, 4, 8, 1
+    assert batches[0] == [0, 1]
+    assert batches[1] == [2, 3, 4, 5]
+    assert batches[2] == [6, 7, 8, 9, 10, 11, 12, 13]
+    assert batches[3] == [14]
+    assert len(batches) == 4
+
+    # Verify all items were processed
+    flattened = [item for batch in batches for item in batch]
+    assert flattened == list(range(15))
diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index 943ef31b0b8..77c61889899 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -95,6 +95,7 @@
     validate_cost_purge_req,
 )
 from weave.trace_server.trace_server_common import (
+    DynamicBatchProcessor,
     LRUCache,
     digest_is_version_like,
     empty_str_to_none,
@@ -343,68 +344,46 @@ def calls_query_stream(self, req: tsi.CallsQueryReq) -> Iterator[tsi.CallSchema]
         )
 
         select_columns = [c.field for c in cq.select_fields]
+        expand_columns = req.expand_columns or []
+        include_feedback = req.include_feedback or False
 
-        if not req.expand_columns and not req.include_feedback:
-            for row in raw_res:
-                yield tsi.CallSchema.model_validate(
-                    _ch_call_dict_to_call_schema_dict(dict(zip(select_columns, row)))
-                )
+        def row_to_call_schema_dict(row: tuple[Any, ...]) -> dict[str, Any]:
+            return _ch_call_dict_to_call_schema_dict(dict(zip(select_columns, row)))
 
-        else:
-            expand_columns = req.expand_columns or []
-            ref_cache = LRUCache(max_size=1000)
-
-            batch_size = 10
-            batch = []
+        if not expand_columns and not include_feedback:
             for row in raw_res:
-                call_dict = _ch_call_dict_to_call_schema_dict(
-                    dict(zip(select_columns, row))
+                yield tsi.CallSchema.model_validate(row_to_call_schema_dict(row))
+            return
+
+        ref_cache = LRUCache(max_size=1000)
+        batch_processor = DynamicBatchProcessor(
+            initial_size=10,
+            max_size=MAX_CALLS_STREAM_BATCH_SIZE,
+            growth_factor=10,
+        )
+
+        for batch in batch_processor.make_batches(raw_res):
+            call_dicts = [row_to_call_schema_dict(row) for row in batch]
+            if expand_columns:
+                self._expand_call_refs(
+                    req.project_id, call_dicts, expand_columns, ref_cache
                 )
-                batch.append(call_dict)
 
-                if len(batch) >= batch_size:
-                    hydrated_batch = self._hydrate_calls(
-                        req.project_id,
-                        batch,
-                        expand_columns,
-                        req.include_feedback or False,
-                        ref_cache,
-                    )
-                    for call in hydrated_batch:
-                        yield tsi.CallSchema.model_validate(call)
-
-                    # *** Dynamic increase from 10 to 500 ***
-                    batch_size = min(MAX_CALLS_STREAM_BATCH_SIZE, batch_size * 10)
-                    batch = []
-
-            hydrated_batch = self._hydrate_calls(
-                req.project_id,
-                batch,
-                expand_columns,
-                req.include_feedback or False,
-                ref_cache,
-            )
-            for call in hydrated_batch:
+            if include_feedback:
+                self._add_feedback_to_calls(req.project_id, call_dicts)
+
+            for call in call_dicts:
                 yield tsi.CallSchema.model_validate(call)
 
-    def _hydrate_calls(
-        self,
-        project_id: str,
-        calls: list[dict[str, Any]],
-        expand_columns: list[str],
-        include_feedback: bool,
-        ref_cache: LRUCache,
-    ) -> list[dict[str, Any]]:
+    def _add_feedback_to_calls(
+        self, project_id: str, calls: list[dict[str, Any]]
+    ) -> None:
         if len(calls) == 0:
-            return calls
-
-        self._expand_call_refs(project_id, calls, expand_columns, ref_cache)
-        if include_feedback:
-            feedback_query_req = make_feedback_query_req(project_id, calls)
-            feedback = self.feedback_query(feedback_query_req)
-            hydrate_calls_with_feedback(calls, feedback)
+            return
 
-        return calls
+        feedback_query_req = make_feedback_query_req(project_id, calls)
+        feedback = self.feedback_query(feedback_query_req)
+        hydrate_calls_with_feedback(calls, feedback)
 
     def _get_refs_to_resolve(
         self, calls: list[dict[str, Any]], expand_columns: list[str]
@@ -436,6 +415,9 @@ def _expand_call_refs(
         expand_columns: list[str],
         ref_cache: LRUCache,
     ) -> None:
+        if len(calls) == 0:
+            return
+
         # format expand columns by depth, iterate through each batch in order
         expand_column_by_depth = defaultdict(list)
         for col in expand_columns:
diff --git a/weave/trace_server/trace_server_common.py b/weave/trace_server/trace_server_common.py
index 0ff14d4396b..0691927bc47 100644
--- a/weave/trace_server/trace_server_common.py
+++ b/weave/trace_server/trace_server_common.py
@@ -1,6 +1,7 @@
 import copy
 import datetime
 from collections import OrderedDict, defaultdict
+from collections.abc import Iterator
 from typing import Any, Optional, cast
 
 from weave.trace_server import refs_internal as ri
@@ -170,6 +171,33 @@ def __setitem__(self, key: str, value: Any) -> None:
         super().__setitem__(key, value)
 
 
+class DynamicBatchProcessor:
+    """Helper class to handle dynamic batch processing with growing batch sizes."""
+
+    def __init__(self, initial_size: int, max_size: int, growth_factor: int):
+        self.batch_size = initial_size
+        self.max_size = max_size
+        self.growth_factor = growth_factor
+
+    def make_batches(self, iterator: Iterator[Any]) -> Iterator[list[Any]]:
+        batch = []
+
+        for item in iterator:
+            batch.append(item)
+
+            if len(batch) >= self.batch_size:
+                yield batch
+
+                batch = []
+                self.batch_size = self._compute_batch_size()
+
+        if batch:
+            yield batch
+
+    def _compute_batch_size(self) -> int:
+        return min(self.max_size, self.batch_size * self.growth_factor)
+
+
 def digest_is_version_like(digest: str) -> tuple[bool, int]:
     """
     Check if a digest is a version like string.

From 463e92daedfb718034c0e1ca1cb6a0067d4ee693 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Fri, 6 Dec 2024 14:21:15 -0800
Subject: [PATCH 79/82] chore(weave): add with_new_client context for
 concurrent ch queries (#3168)

---
 .../clickhouse_trace_server_batched.py        | 31 ++++++++++++++++---
 1 file changed, 27 insertions(+), 4 deletions(-)

diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index 77c61889899..0a8c4fcf079 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -382,7 +382,8 @@ def _add_feedback_to_calls(
             return
 
         feedback_query_req = make_feedback_query_req(project_id, calls)
-        feedback = self.feedback_query(feedback_query_req)
+        with self.with_new_client():
+            feedback = self.feedback_query(feedback_query_req)
         hydrate_calls_with_feedback(calls, feedback)
 
     def _get_refs_to_resolve(
@@ -430,9 +431,10 @@ def _expand_call_refs(
             if not refs_to_resolve:
                 continue
 
-            vals = self._refs_read_batch_within_project(
-                project_id, list(refs_to_resolve.values()), ref_cache
-            )
+            with self.with_new_client():
+                vals = self._refs_read_batch_within_project(
+                    project_id, list(refs_to_resolve.values()), ref_cache
+                )
             for ((i, col), ref), val in zip(refs_to_resolve.items(), vals):
                 if isinstance(val, dict) and "_ref" not in val:
                     val["_ref"] = ref.uri()
@@ -1503,6 +1505,7 @@ def completions_create(
     # Private Methods
     @property
     def ch_client(self) -> CHClient:
+        """Returns and creates (if necessary) the clickhouse client"""
         if not hasattr(self._thread_local, "ch_client"):
             self._thread_local.ch_client = self._mint_client()
         return self._thread_local.ch_client
@@ -1520,6 +1523,26 @@ def _mint_client(self) -> CHClient:
         client.database = self._database
         return client
 
+    @contextmanager
+    def with_new_client(self) -> Iterator[None]:
+        """Context manager to use a new client for operations.
+        Each call gets a fresh client with its own clickhouse session ID.
+
+        Usage:
+        ```
+        with self.with_new_client():
+            self.feedback_query(req)
+        ```
+        """
+        client = self._mint_client()
+        original_client = self.ch_client
+        self._thread_local.ch_client = client
+        try:
+            yield
+        finally:
+            self._thread_local.ch_client = original_client
+            client.close()
+
     # def __del__(self) -> None:
     #     self.ch_client.close()
 

From 30336d35c191dc0a9e97b29d356273829b26eaea Mon Sep 17 00:00:00 2001
From: Jamie Rasmussen <112953339+jamie-rasmussen@users.noreply.github.com>
Date: Fri, 6 Dec 2024 16:26:41 -0600
Subject: [PATCH 80/82] chore(ui): fix warning about key attr spread (#3173)

---
 weave-js/src/components/FancyPage/FancyPageMenu.tsx | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/weave-js/src/components/FancyPage/FancyPageMenu.tsx b/weave-js/src/components/FancyPage/FancyPageMenu.tsx
index c5971756016..6829b70fc06 100644
--- a/weave-js/src/components/FancyPage/FancyPageMenu.tsx
+++ b/weave-js/src/components/FancyPage/FancyPageMenu.tsx
@@ -60,7 +60,6 @@ export const FancyPageMenu = ({
               return null;
             }
             const linkProps = {
-              key: menuItem.slug,
               to: menuItem.isDisabled
                 ? {}
                 : {
@@ -76,7 +75,7 @@ export const FancyPageMenu = ({
               },
             };
             return (
-              <Link {...linkProps}>
+              <Link key={menuItem.slug} {...linkProps}>
                 <DropdownMenu.Item {...menuItemProps}>
                   <Icon name={menuItem.iconName} />
                   {menuItem.nameTooltip || menuItem.name}

From b3766997391f5a403e70d06914aa93bcb022fa00 Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Fri, 6 Dec 2024 14:33:15 -0800
Subject: [PATCH 81/82] chore(weave): set default call stream batch size to 100
 (#3169)

---
 weave/trace_server/clickhouse_trace_server_batched.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/weave/trace_server/clickhouse_trace_server_batched.py b/weave/trace_server/clickhouse_trace_server_batched.py
index 0a8c4fcf079..d40d7bcc2a3 100644
--- a/weave/trace_server/clickhouse_trace_server_batched.py
+++ b/weave/trace_server/clickhouse_trace_server_batched.py
@@ -121,6 +121,7 @@
 FILE_CHUNK_SIZE = 100000
 
 MAX_DELETE_CALLS_COUNT = 100
+INITIAL_CALLS_STREAM_BATCH_SIZE = 100
 MAX_CALLS_STREAM_BATCH_SIZE = 500
 
 
@@ -357,7 +358,7 @@ def row_to_call_schema_dict(row: tuple[Any, ...]) -> dict[str, Any]:
 
         ref_cache = LRUCache(max_size=1000)
         batch_processor = DynamicBatchProcessor(
-            initial_size=10,
+            initial_size=INITIAL_CALLS_STREAM_BATCH_SIZE,
             max_size=MAX_CALLS_STREAM_BATCH_SIZE,
             growth_factor=10,
         )

From 059f38839e0aef48e34627728eb0a42275ced93e Mon Sep 17 00:00:00 2001
From: Griffin Tarpenning <griffin.tarpenning@wandb.com>
Date: Fri, 6 Dec 2024 16:32:52 -0800
Subject: [PATCH 82/82] chore(weave): ui op selecter jump back to top fix
 (#3174)

---
 .../Browse3/pages/CallsPage/CallsTable.tsx    | 161 +++++++++++-------
 1 file changed, 95 insertions(+), 66 deletions(-)

diff --git a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
index 9f845ad0cd1..18130d64341 100644
--- a/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
+++ b/weave-js/src/components/PagePanelComponents/Home/Browse3/pages/CallsPage/CallsTable.tsx
@@ -85,7 +85,10 @@ import {TraceCallSchema} from '../wfReactInterface/traceServerClientTypes';
 import {traceCallToUICallSchema} from '../wfReactInterface/tsDataModelHooks';
 import {EXPANDED_REF_REF_KEY} from '../wfReactInterface/tsDataModelHooksCallRefExpansion';
 import {objectVersionNiceString} from '../wfReactInterface/utilities';
-import {CallSchema} from '../wfReactInterface/wfDataModelHooksInterface';
+import {
+  CallSchema,
+  OpVersionSchema,
+} from '../wfReactInterface/wfDataModelHooksInterface';
 import {CallsCharts} from './CallsCharts';
 import {CallsCustomColumnMenu} from './CallsCustomColumnMenu';
 import {
@@ -743,71 +746,13 @@ export const CallsTable: FC<{
         <TailwindContents>
           <RefreshButton onClick={() => calls.refetch()} />
           {!hideOpSelector && (
-            <div className="flex-none">
-              <ListItem
-                sx={{minWidth: 190, width: 320, height: 32, padding: 0}}>
-                <FormControl fullWidth sx={{borderColor: MOON_200}}>
-                  <Autocomplete
-                    PaperComponent={paperProps => (
-                      <StyledPaper {...paperProps} />
-                    )}
-                    sx={{
-                      '& .MuiOutlinedInput-root': {
-                        height: '32px',
-                        '& fieldset': {
-                          borderColor: MOON_200,
-                        },
-                        '&:hover fieldset': {
-                          borderColor: `rgba(${TEAL_300}, 0.48)`,
-                        },
-                      },
-                      '& .MuiOutlinedInput-input': {
-                        height: '32px',
-                        padding: '0 14px',
-                        boxSizing: 'border-box',
-                      },
-                    }}
-                    size="small"
-                    // Temp disable multiple for simplicity - may want to re-enable
-                    // multiple
-                    limitTags={1}
-                    disabled={Object.keys(frozenFilter ?? {}).includes(
-                      'opVersions'
-                    )}
-                    value={selectedOpVersionOption}
-                    onChange={(event, newValue) => {
-                      if (newValue === ALL_TRACES_OR_CALLS_REF_KEY) {
-                        setFilter({
-                          ...filter,
-                          opVersionRefs: [],
-                        });
-                      } else {
-                        setFilter({
-                          ...filter,
-                          opVersionRefs: newValue ? [newValue] : [],
-                        });
-                      }
-                    }}
-                    renderInput={renderParams => (
-                      <StyledTextField
-                        {...renderParams}
-                        sx={{maxWidth: '350px'}}
-                      />
-                    )}
-                    getOptionLabel={option => {
-                      return opVersionOptions[option]?.title ?? 'loading...';
-                    }}
-                    disableClearable={
-                      selectedOpVersionOption === ALL_TRACES_OR_CALLS_REF_KEY
-                    }
-                    groupBy={option => opVersionOptions[option]?.group}
-                    options={Object.keys(opVersionOptions)}
-                    popupIcon={<Icon name="chevron-down" />}
-                    clearIcon={<Icon name="close" />}
-                  />
-                </FormControl>
-              </ListItem>
-            </div>
+            <OpSelector
+              frozenFilter={frozenFilter}
+              filter={filter}
+              setFilter={setFilter}
+              selectedOpVersionOption={selectedOpVersionOption}
+              opVersionOptions={opVersionOptions}
+            />
           )}
           {filterModel && setFilterModel && (
             <FilterPanel
@@ -1088,6 +1033,90 @@ export const CallsTable: FC<{
   );
 };
 
+const OpSelector = ({
+  frozenFilter,
+  filter,
+  setFilter,
+  selectedOpVersionOption,
+  opVersionOptions,
+}: {
+  frozenFilter: WFHighLevelCallFilter | undefined;
+  filter: WFHighLevelCallFilter;
+  setFilter: (state: WFHighLevelCallFilter) => void;
+  selectedOpVersionOption: string;
+  opVersionOptions: Record<
+    string,
+    {
+      title: string;
+      ref: string;
+      group: string;
+      objectVersion?: OpVersionSchema;
+    }
+  >;
+}) => {
+  const frozenOpFilter = Object.keys(frozenFilter ?? {}).includes('opVersions');
+  const handleChange = useCallback(
+    (event: any, newValue: string | null) => {
+      if (newValue === ALL_TRACES_OR_CALLS_REF_KEY) {
+        setFilter({
+          ...filter,
+          opVersionRefs: [],
+        });
+      } else {
+        setFilter({
+          ...filter,
+          opVersionRefs: newValue ? [newValue] : [],
+        });
+      }
+    },
+    [filter, setFilter]
+  );
+
+  return (
+    <div className="flex-none">
+      <ListItem sx={{minWidth: 190, width: 320, height: 32, padding: 0}}>
+        <FormControl fullWidth sx={{borderColor: MOON_200}}>
+          <Autocomplete
+            PaperComponent={paperProps => <StyledPaper {...paperProps} />}
+            sx={{
+              '& .MuiOutlinedInput-root': {
+                height: '32px',
+                '& fieldset': {
+                  borderColor: MOON_200,
+                },
+                '&:hover fieldset': {
+                  borderColor: `rgba(${TEAL_300}, 0.48)`,
+                },
+              },
+              '& .MuiOutlinedInput-input': {
+                height: '32px',
+                padding: '0 14px',
+                boxSizing: 'border-box',
+              },
+            }}
+            size="small"
+            limitTags={1}
+            disabled={frozenOpFilter}
+            value={selectedOpVersionOption}
+            onChange={handleChange}
+            renderInput={renderParams => (
+              <StyledTextField {...renderParams} sx={{maxWidth: '350px'}} />
+            )}
+            getOptionLabel={option => opVersionOptions[option]?.title ?? ''}
+            disableClearable={
+              selectedOpVersionOption === ALL_TRACES_OR_CALLS_REF_KEY
+            }
+            groupBy={option => opVersionOptions[option]?.group}
+            options={Object.keys(opVersionOptions)}
+            popupIcon={<Icon name="chevron-down" />}
+            clearIcon={<Icon name="close" />}
+          />
+        </FormControl>
+      </ListItem>
+    </div>
+  );
+};
+
 const ButtonDivider = () => (
   <div className="h-24 flex-none border-l-[1px] border-moon-250"></div>
 );