From 322d7fbdfc6ed432ab9991268f2a183056a908af Mon Sep 17 00:00:00 2001 From: Tim Sweeney Date: Tue, 17 Dec 2024 09:36:15 -0800 Subject: [PATCH] chore(weave): Regen latest docs #3265 --- .../gen_notebooks/01-intro_notebook.md | 14 +- .../gen_notebooks/audio_with_weave.md | 98 ++- .../notdiamond_custom_routing.md | 229 ++++++ .../gen_notebooks/online_monitoring.md | 76 +- .../gen_notebooks/weave_via_service_api.md | 393 +++++----- docs/docs/reference/python-sdk/weave/index.md | 255 +++++- .../weave/trace/weave.trace.feedback.md | 67 +- .../python-sdk/weave/trace/weave.trace.op.md | 14 +- .../weave/trace/weave.trace.util.md | 30 +- .../weave/trace/weave.trace.weave_client.md | 207 +++-- .../weave.trace_server.interface.query.md | 16 +- ...ave.trace_server.trace_server_interface.md | 534 +++++++++---- ...erver_bindings.remote_http_trace_server.md | 136 +++- .../call-end-call-end-post.api.mdx | 2 +- ...start-batch-call-upsert-batch-post.api.mdx | 2 +- .../call-start-call-start-post.api.mdx | 2 +- .../cost-query-cost-query-post.api.mdx | 2 +- ...edback-create-feedback-create-post.api.mdx | 184 ++++- ...back-replace-feedback-replace-post.api.mdx | 732 ++++++++++++++++++ .../obj-create-obj-create-post.api.mdx | 92 ++- .../obj-read-obj-read-post.api.mdx | 2 +- .../objs-query-objs-query-post.api.mdx | 2 +- docs/docs/reference/service-api/sidebar.ts | 6 + docs/scripts/screenshot_spec.json | 2 +- docs/static/img/screenshots/basic_call.png | Bin 249337 -> 200779 bytes docs/static/img/screenshots/calls_filter.png | Bin 147506 -> 150386 bytes docs/static/img/screenshots/calls_macro.png | Bin 261203 -> 265492 bytes weave/trace/op.py | 2 + 28 files changed, 2411 insertions(+), 688 deletions(-) create mode 100644 docs/docs/reference/gen_notebooks/notdiamond_custom_routing.md create mode 100644 docs/docs/reference/service-api/feedback-replace-feedback-replace-post.api.mdx diff --git a/docs/docs/reference/gen_notebooks/01-intro_notebook.md b/docs/docs/reference/gen_notebooks/01-intro_notebook.md index 19e49c027bff..4aefaa5991bc 100644 --- a/docs/docs/reference/gen_notebooks/01-intro_notebook.md +++ b/docs/docs/reference/gen_notebooks/01-intro_notebook.md @@ -83,7 +83,7 @@ weave.init(PROJECT) client = OpenAI() response = client.chat.completions.create( - model="gpt-3.5-turbo-1106", + model="gpt-4o-mini", messages=[ { "role": "system", @@ -153,7 +153,7 @@ def correct_grammar(user_input): stripped = strip_user_input(user_input) response = client.chat.completions.create( - model="gpt-3.5-turbo-1106", + model="gpt-4o-mini", messages=[ { "role": "system", @@ -198,7 +198,7 @@ def correct_grammar(user_input): stripped = strip_user_input(user_input) response = client.chat.completions.create( - model="gpt-3.5-turbo-1106", + model="gpt-4o-mini", messages=[ { "role": "system", @@ -282,7 +282,7 @@ class OpenAIGrammarCorrector(weave.Model): corrector = OpenAIGrammarCorrector( - openai_model_name="gpt-3.5-turbo-1106", + openai_model_name="gpt-4o-mini", system_message="You are a grammar checker, correct the following user input.", ) @@ -307,8 +307,8 @@ dataset = weave.Dataset( }, {"user_input": " I write good ", "expected": "I write well"}, { - "user_input": " GPT-3 is smartest AI model. ", - "expected": "GPT-3 is the smartest AI model.", + "user_input": " GPT-4 is smartest AI model. ", + "expected": "GPT-4 is the smartest AI model.", }, ], ) @@ -331,7 +331,7 @@ import weave weave.init(PROJECT) corrector = OpenAIGrammarCorrector( - openai_model_name="gpt-3.5-turbo-1106", + openai_model_name="gpt-4o-mini", system_message="You are a grammar checker, correct the following user input.", ) diff --git a/docs/docs/reference/gen_notebooks/audio_with_weave.md b/docs/docs/reference/gen_notebooks/audio_with_weave.md index a8c6b45efc1e..6b25bb332713 100644 --- a/docs/docs/reference/gen_notebooks/audio_with_weave.md +++ b/docs/docs/reference/gen_notebooks/audio_with_weave.md @@ -1,6 +1,6 @@ ---- -title: Log Audio With Weave ---- + +## title: Log Audio With Weave + :::tip[This is a notebook] @@ -12,14 +12,14 @@ title: Log Audio With Weave ::: - +## + # How to use Weave with Audio Data: An OpenAI Example This demo uses the OpenAI chat completions API with GPT 4o Audio Preview to generate audio responses to text prompts and track these in Weave. - For the advanced use case, we leverage the OpenAI Realtime API to stream audio in realtime. Click the following thumbnail to view the video demonstration, or click [here](https://www.youtube.com/watch?v=lnnd73xDElw). @@ -27,12 +27,12 @@ For the advanced use case, we leverage the OpenAI Realtime API to stream audio i [![Everything Is AWESOME](https://img.youtube.com/vi/lnnd73xDElw/0.jpg)](https://www.youtube.com/watch?v=lnnd73xDElw "Everything Is AWESOME") - ## Setup Start by installing the OpenAI (`openai`) and Weave (`weave`) dependencies, as well as API key management dependencey `set-env`. + ```python %%capture !pip install openai @@ -40,7 +40,8 @@ Start by installing the OpenAI (`openai`) and Weave (`weave`) dependencies, as w !pip install set-env-colab-kaggle-dotenv -q # for env var ``` -Next, load the required API keys for OpenAI and Weave. Here, we use set_env which is compatible with google colab's secret keys manager, and is an alternative to colab's specific `google.colab.userdata`. See: [here](https://pypi.org/project/set-env-colab-kaggle-dotenv/) for usage instructions. +Next, load the required API keys for OpenAI and Weave. Here, we use set_env which is compatible with google colab's secret keys manager, and is an alternative to colab's specific `google.colab.userdata`. See: [here](https://pypi.org/project/set-env-colab-kaggle-dotenv/) for usage instructions. + ```python @@ -54,6 +55,7 @@ _ = set_env("WANDB_API_KEY") And finally import the required libraries. + ```python import base64 import os @@ -69,9 +71,11 @@ import weave ## Audio Streaming and Storage Example + Now we will setup a call to OpenAI's completions endpoint with audio modality enabled. First create the OpenAI client and initiate a Weave project. + ```python client = OpenAI(api_key=os.environ.get("OPENAI_API_KEY")) weave.init("openai-audio-chat") @@ -80,15 +84,18 @@ weave.init("openai-audio-chat") Now we will define our OpenAI completions request and add our Weave decorator (op). Here, we define the function `prompt_endpont_and_log_trace`. This function has three primary steps: + 1. We make a completion object using the `GPT 4o Audio Preview` model that supports text and audio inputs and outputs. - - We prompt the model to count to 13 slowly with varying accents. - - We set the completion to "stream". + + - We prompt the model to count to 13 slowly with varying accents. + - We set the completion to "stream". 2. We open a new output file to which the streamed data is writen chunk by chunk. 3. We return an open file handler to the audio file so Weave logs the audio data in the trace. + ```python SAMPLE_RATE = 22050 @@ -146,6 +153,7 @@ Run the following cell. The system and user prompt will be stored in a Weave tra After running the cell, click the link next to the "🍩" emoji to view your trace. + ```python from IPython.display import Audio, display @@ -160,15 +168,17 @@ display(Audio("output.wav", rate=SAMPLE_RATE, autoplay=True)) ``` # Advanced Usage: Realtime Audio API with Weave +
(Advanced) Realtime Audio API with Weave OpenAI's realtime API is a highly functional and reliable conversational API for building realtime audio and text assistants. Please note: + - Review the cells in [Microphone Configuration](#microphone-configuration) - Due to limitations of the Google Colab execution environment, **this must be run on your host machine** as a Jupyter Notebook. This cannot be ran in the browser. - - On MacOS you will need to install `portaudio` via Brew (see [here](https://formulae.brew.sh/formula/portaudio)) for Pyaudio to function. + - On MacOS you will need to install `portaudio` via Brew (see [here](https://formulae.brew.sh/formula/portaudio)) for Pyaudio to function. - OpenAI's Python SDK does not yet provide Realtime API support. We implement the complete OAI Realtime API schema in Pydantic for greater legibility, and may deprecate once official support is released. - The `enable_audio_playback` toggle will cause playback of assistant outputted audio. Please note that **headphones are required if this is enabled**, as echo detection requires a highly complex implementation. @@ -176,6 +186,7 @@ Please note: ## Requirements Setup + ```python %%capture !pip install numpy==2.0 @@ -195,7 +206,7 @@ import os import threading import time import wave -from typing import Dict, List, Optional +from typing import Optional import numpy as np import pyaudio @@ -219,6 +230,7 @@ _ = set_env("WANDB_API_KEY") Run the following cell to find all available audio devices. Then, populate the `INPUT_DEVICE_INDEX` and the `OUTPUT_DEVICE_INDEX` based on the devices listed. Your input device will have at least 1 input channels, and your output device will have at least 1 output channels. + ```python # Get device list from pyaudio so we can configure the next cell p = pyaudio.PyAudio() @@ -259,9 +271,10 @@ The OpenAI Python SDK does not yet provide Realtime API support. We implement th Pydantic Schema for OpenAI Realtime API (OpenAI's SDK lacks Realtime API support) + ```python from enum import Enum -from typing import Any, Dict, List, Literal, Optional, Union +from typing import Any, Literal, Optional, Union from pydantic import BaseModel, Field, ValidationError @@ -315,8 +328,8 @@ class ToolParameterProperty(BaseModel): class ToolParameter(BaseModel): type: str - properties: Dict[str, ToolParameterProperty] - required: List[str] + properties: dict[str, ToolParameterProperty] + required: list[str] class Tool(BaseModel): @@ -327,14 +340,14 @@ class Tool(BaseModel): class Session(BaseModel): - modalities: Optional[List[str]] = None + modalities: Optional[list[str]] = None instructions: Optional[str] = None voice: Optional[str] = None input_audio_format: Optional[str] = None output_audio_format: Optional[str] = None input_audio_transcription: Optional[InputAudioTranscription] = None turn_detection: Optional[TurnDetection] = None - tools: Optional[List[Tool]] = None + tools: Optional[list[Tool]] = None tool_choice: Optional[str] = None temperature: Optional[float] = None max_output_tokens: Optional[int] = None @@ -393,7 +406,7 @@ class ConversationItem(BaseModel): type: Literal["message", "function_call", "function_call_output"] status: Optional[Literal["completed", "in_progress", "incomplete"]] = None role: Literal["user", "assistant", "system"] - content: List[ + content: list[ Union[ConversationItemContent, FunctionCallContent, FunctionCallOutputContent] ] call_id: Optional[str] = None @@ -545,7 +558,7 @@ class ConversationItemInputAudioTranscriptionFailed(BaseEvent): ] = ServerEventTypes.CONVERSATION_ITEM_INPUT_AUDIO_TRANSCRIPTION_FAILED item_id: str content_index: int - error: Dict[str, Any] + error: dict[str, Any] class ConversationItemTruncated(BaseEvent): @@ -569,8 +582,8 @@ class ResponseUsage(BaseModel): total_tokens: int input_tokens: int output_tokens: int - input_token_details: Optional[Dict[str, int]] = None - output_token_details: Optional[Dict[str, int]] = None + input_token_details: Optional[dict[str, int]] = None + output_token_details: Optional[dict[str, int]] = None class ResponseOutput(BaseModel): @@ -579,7 +592,7 @@ class ResponseOutput(BaseModel): type: str status: str role: str - content: List[Dict[str, Any]] + content: list[dict[str, Any]] class ResponseContentPart(BaseModel): @@ -603,7 +616,7 @@ class ResponseOutputItem(BaseModel): type: str status: str role: str - content: List[ResponseOutputItemContent] + content: list[ResponseOutputItemContent] class Response(BaseModel): @@ -611,7 +624,7 @@ class Response(BaseModel): object: Literal["realtime.response"] status: str status_details: Optional[ResponseStatusDetails] = None - output: List[ResponseOutput] + output: list[ResponseOutput] usage: Optional[ResponseUsage] @@ -788,7 +801,7 @@ class RateLimitsUpdated(BaseEvent): type: Literal[ServerEventTypes.RATE_LIMITS_UPDATED] = ( ServerEventTypes.RATE_LIMITS_UPDATED ) - rate_limits: List[RateLimit] + rate_limits: list[RateLimit] ServerEvent = Union[ @@ -866,9 +879,11 @@ def parse_server_event(event_data: dict) -> ServerEvent:
+ ## Audio Stream Writer (To Disk and In Memory) + ```python class StreamingWavWriter: """Writes audio integer or byte array chunks to a WAV file.""" @@ -915,24 +930,25 @@ class StreamingWavWriter: The realtime (RT) audio model uses a websocket to send events to OpenAI's Realtime audio API. This works as follows: -1. __init:__ We initialize local buffers (input audio) and streams (assistant playback stream, user audio disk writer stream) and open a connection to the Realtime API. -2. __receive_messages_thread__: A thread handles receiving messages from the API. Four primary event types are handled: - - RESPONSE_AUDIO_TRANSCRIPT_DONE: +1. **init:** We initialize local buffers (input audio) and streams (assistant playback stream, user audio disk writer stream) and open a connection to the Realtime API. +2. **receive_messages_thread**: A thread handles receiving messages from the API. Four primary event types are handled: - RESPONSE_AUDIO_TRANSCRIPT_DONE: + + The server indicates the assistant's response is completed and provides the transcript. + + - CONVERSATION_ITEM_INPUT_AUDIO_TRANSCRIPTION_COMPLETED: - The server indicates the assistant's response is completed and provides the transcript. + The server indicates the user's audio has been transcribed, and sends the transcript of the user's audio. We log the transcript to Weave and print it for the user. - - CONVERSATION_ITEM_INPUT_AUDIO_TRANSCRIPTION_COMPLETED: - - The server indicates the user's audio has been transcribed, and sends the transcript of the user's audio. We log the transcript to Weave and print it for the user. + - RESPONSE_AUDIO_DELTA: - - RESPONSE_AUDIO_DELTA: - - The server sends a new chunk of assistant response audio. We append this to the ongoing response data via the response ID, and add this to the output stream for playback. + The server sends a new chunk of assistant response audio. We append this to the ongoing response data via the response ID, and add this to the output stream for playback. + + - RESPONSE_DONE: + + The server indicates completion of an assistant response. We get all audio chunks associated with the response, as well as the transcript, and log these in Weave. + + 3.**send_audio**: A handler appends user audio chunks to a buffer, and sends chunks of audio when the audio buffer reaches a certain size. - - RESPONSE_DONE: - - The server indicates completion of an assistant response. We get all audio chunks associated with the response, as well as the transcript, and log these in Weave. -3.__send_audio__: A handler appends user audio chunks to a buffer, and sends chunks of audio when the audio buffer reaches a certain size. ```python @@ -948,7 +964,7 @@ class RTAudioModel(weave.Model): None # Stream for writing user output to file ) input_audio_buffer: Optional[np.ndarray] = None # Buffer for user audio chunks - assistant_outputs: Dict[str, StreamingWavWriter] = ( + assistant_outputs: dict[str, StreamingWavWriter] = ( None # Assistant outputs aggregated to send to weave ) playback_stream: Optional[pyaudio.Stream] = ( @@ -1134,6 +1150,7 @@ class RTAudioModel(weave.Model): We use a pyaudio input stream with a handler linked to the `send_audio` method of the RTAudio model. The stream is returned to the main thread so it can be safely exited upon program completion. + ```python # Audio capture stream def record_audio(realtime_model: RTAudioModel) -> pyaudio.Stream: @@ -1164,6 +1181,7 @@ def record_audio(realtime_model: RTAudioModel) -> pyaudio.Stream: The main thread initiates a Realtime Audio Model with Weave integrated. Next, a reccording is opened and we wait for a keyboard interrupt from the user. + ```python weave.init(project_name="realtime-oai-audio-testing") @@ -1194,5 +1212,5 @@ else: ) ``` - + diff --git a/docs/docs/reference/gen_notebooks/notdiamond_custom_routing.md b/docs/docs/reference/gen_notebooks/notdiamond_custom_routing.md new file mode 100644 index 000000000000..c590adc1627e --- /dev/null +++ b/docs/docs/reference/gen_notebooks/notdiamond_custom_routing.md @@ -0,0 +1,229 @@ + +## title: NotDiamond Custom Routing + + + +:::tip[This is a notebook] + +
Open In Colab
Open in Colab
+ +
View in Github
View in Github
+ +::: + + +## + + + +# Custom Routing for LLM Prompts with Not Diamond + +This notebook demonstrates how to use Weave with [Not Diamond's custom routing](https://docs.notdiamond.ai/docs/router-training-quickstart) to route LLM prompts to the most appropriate model based on evaluation results. + +## Routing prompts + +When building complex LLM workflows users may need to prompt different models according to accuracy, cost, or call latency. +Users can use [Not Diamond](https://www.notdiamond.ai/) to route prompts in these workflows to the right model for their needs, helping maximize accuracy while saving on model costs. + +For any given distribution of data, rarely will one single model outperform every other model on every single query. By combining together multiple models into a "meta-model" that learns when to call each LLM, you can beat every individual model's performance and even drive down costs and latency in the process. + +## Custom routing + +You need three things to train a custom router for your prompts: + +1. A set of LLM prompts: Prompts must be strings and should be representative of the prompts used in our application. +1. LLM responses: The responses from candidate LLMs for each input. Candidate LLMs can include both our supported LLMs and your own custom models. +1. Evaluation scores for responses to the inputs from candidate LLMs: Scores are numbers, and can be any metric that fit your needs. + +By submitting these to the Not Diamond API you can then train a custom router tuned to each of your workflows. + + +## Setting up the training data + +In practice, you will use your own Evaluations to train a custom router. For this example notebook, however, you will use LLM responses +for [the HumanEval dataset](https://github.com/openai/human-eval) to train a custom router for coding tasks. + +We start by downloading the dataset we have prepared for this example, then parsing LLM responses into EvaluationResults for each model. + + + +```python +!curl -L "https://drive.google.com/uc?export=download&id=1q1zNZHioy9B7M-WRjsJPkfvFosfaHX38" -o humaneval.csv +``` + + +```python +import random + +import weave +from weave.flow.dataset import Dataset +from weave.flow.eval import EvaluationResults +from weave.integrations.notdiamond.util import get_model_evals + +pct_train = 0.8 +pct_test = 1 - pct_train + +# In practice, you will build an Evaluation on your dataset and call +# `evaluation.get_eval_results(model)` +model_evals = get_model_evals("./humaneval.csv") +model_train = {} +model_test = {} +for model, evaluation_results in model_evals.items(): + n_results = len(evaluation_results.rows) + all_idxs = list(range(n_results)) + train_idxs = random.sample(all_idxs, k=int(n_results * pct_train)) + test_idxs = [idx for idx in all_idxs if idx not in train_idxs] + + model_train[model] = EvaluationResults( + rows=weave.Table([evaluation_results.rows[idx] for idx in train_idxs]) + ) + model_test[model] = Dataset( + rows=weave.Table([evaluation_results.rows[idx] for idx in test_idxs]) + ) + print( + f"Found {len(train_idxs)} train rows and {len(test_idxs)} test rows for {model}." + ) +``` + +## Training a custom router + +Now that you have EvaluationResults, you can train a custom router. Make sure you have [created an account](https://app.notdiamond.ai/keys) and +[generated an API key](https://app.notdiamond.ai/keys), then insert your API key below. + +![Create an API key](/../docs/guides/integrations/imgs/notdiamond/api-keys.png) + + + +```python +import os + +from weave.integrations.notdiamond.custom_router import train_router + +api_key = os.getenv("NOTDIAMOND_API_KEY", "") + +preference_id = train_router( + model_evals=model_train, + prompt_column="prompt", + response_column="actual", + language="en", + maximize=True, + api_key=api_key, + # Leave this commented out to train your first custom router + # Uncomment this to retrain your custom router in place + # preference_id=preference_id, +) +``` + +You can then follow the training process for your custom router via the Not Diamond app. + +![Check on router training progress](/../docs/guides/integrations/imgs/notdiamond/router-preferences.png) + + +Once your custom router has finished training, you can use it to route your prompts. + + + +```python +from notdiamond import NotDiamond + +import weave + +weave.init("notdiamond-quickstart") + +llm_configs = [ + "anthropic/claude-3-5-sonnet-20240620", + "openai/gpt-4o-2024-05-13", + "google/gemini-1.5-pro-latest", + "openai/gpt-4-turbo-2024-04-09", + "anthropic/claude-3-opus-20240229", +] +client = NotDiamond(api_key=api_key, llm_configs=llm_configs) + +new_prompt = ( + """ +You are a helpful coding assistant. Using the provided function signature, write the implementation for the function +in Python. Write only the function. Do not include any other text. + +from typing import List + + +def has_close_elements(numbers: List[float], threshold: float) -> bool: + """ + """ Check if in given list of numbers, are any two numbers closer to each other than + given threshold. + >>> has_close_elements([1.0, 2.0, 3.0], 0.5) + False + >>> has_close_elements([1.0, 2.8, 3.0, 4.0, 5.0, 2.0], 0.3) + True + """ + """ +""" +) +session_id, routing_target_model = client.model_select( + messages=[{"role": "user", "content": new_prompt}], + preference_id=preference_id, +) + +print(f"Session ID: {session_id}") +print(f"Target Model: {routing_target_model}") +``` + +This example also used Not Diamond's compatibility with Weave auto-tracing. You can see the results in the Weave UI. + +![Weave UI for custom routing](/../docs/guides/integrations/imgs/notdiamond/weave-trace.png) + + +## Evaluating your custom router + +Once you have trained your custom router, you can evaluate either its + +- in-sample performance by submitting the training prompts, or +- out-of-sample performance by submitting new or held-out prompts + +Below, we submit the test set to the custom router to evaluate its performance. + + + +```python +from weave.integrations.notdiamond.custom_router import evaluate_router + +eval_prompt_column = "prompt" +eval_response_column = "actual" + +best_provider_model, nd_model = evaluate_router( + model_datasets=model_test, + prompt_column=eval_prompt_column, + response_column=eval_response_column, + api_key=api_key, + preference_id=preference_id, +) +``` + + +```python +@weave.op() +def is_correct(score: int, model_output: dict) -> dict: + # We hack score, since we already have model responses + return {"correct": score} + + +best_provider_eval = weave.Evaluation( + dataset=best_provider_model.model_results.to_dict(orient="records"), + scorers=[is_correct], +) +await best_provider_eval.evaluate(best_provider_model) + +nd_eval = weave.Evaluation( + dataset=nd_model.model_results.to_dict(orient="records"), scorers=[is_correct] +) +await nd_eval.evaluate(nd_model) +``` + +In this instance, the Not Diamond "meta-model" routes prompts across several different models. + +Training the custom router via Weave will also run evaluations and upload results to the Weave UI. Once the custom router process is completed, you can review the results in the Weave UI. + +In the UI we see that the Not Diamond "meta-model" outperforms the best-performing model by routing prompts to other models with higher likelihood of answering the prompt accurately. + +![Evaluating Not Diamond](/../docs/guides/integrations/imgs/notdiamond/evaluations.png) + diff --git a/docs/docs/reference/gen_notebooks/online_monitoring.md b/docs/docs/reference/gen_notebooks/online_monitoring.md index 4f50c51e3a54..8d5a7323a06b 100644 --- a/docs/docs/reference/gen_notebooks/online_monitoring.md +++ b/docs/docs/reference/gen_notebooks/online_monitoring.md @@ -1,6 +1,6 @@ ---- -title: Integrating with Weave - Production Dashboard ---- + +## title: Integrating with Weave - Production Dashboard + :::tip[This is a notebook] @@ -12,37 +12,46 @@ title: Integrating with Weave - Production Dashboard ::: - +## + # Integrating with Weave: Production Dashboard The GenAI tooling landscape is rapidly evolving - new frameworks, tools, and applications are emerging all the time. Weave aims to be a one-stop-shop for all your GenAI monitoring and evaluation needs. This also means that sometimes it is necessary to integrate with existing platforms or extend Weave to fit the specific needs of your project or organization. In this cookbook, we'll demonstrate how to leverage Weave's powerful APIs and functions to create a custom dashboard for production monitoring as an extension to the Traces view in Weave. We'll focus on: -* Fetching traces, costs, feedback, and other metrics from Weave -* Creating aggregate views for user feedback and cost distribution -* Creating visualizations for token usage and latency over time + +- Fetching traces, costs, feedback, and other metrics from Weave +- Creating aggregate views for user feedback and cost distribution +- Creating visualizations for token usage and latency over time You can try out the dashboard with your own Weave project by installing streamlit and running [this production dashboard script](https://github.com/NiWaRe/agent-dev-collection)! + Example Production Dashboard with Weave + # 1. Setup + To follow along this tutorial you'll only need to install the following packages: + ```python !pip install streamlit pandas plotly weave ``` # 2. Implementation + ## 2.1 Initializing Weave Client and Defining Costs -First, we'll set up a function to initialize the Weave client and add costs for each model. -* We have included the standard costs for many standard models but we also make it easy to add your own custom costs and custom models. In the following we'll show how to add custom costs for a few models and use the standard costs for the rest. -* The costs are calculate based on the tracked tokens for each call in Weave. For many LLM vendor libraries, we will automatically track the token usage, but it is also possible to return custom token counts for any call. See this cookbook on how to define the token count and cost calculation for a custom model - [custom cost cookbook](https://weave-docs.wandb.ai/reference/gen_notebooks/custom_model_cost#setting-up-a-model-with-weave). +First, we'll set up a function to initialize the Weave client and add costs for each model. + +- We have included the standard costs for many standard models but we also make it easy to add your own custom costs and custom models. In the following we'll show how to add custom costs for a few models and use the standard costs for the rest. +- The costs are calculate based on the tracked tokens for each call in Weave. For many LLM vendor libraries, we will automatically track the token usage, but it is also possible to return custom token counts for any call. See this cookbook on how to define the token count and cost calculation for a custom model - [custom cost cookbook](https://weave-docs.wandb.ai/reference/gen_notebooks/custom_model_cost#setting-up-a-model-with-weave). + ```python @@ -74,29 +83,34 @@ def init_weave_client(project_name): prompt_token_cost=prompt_cost, completion_token_cost=completion_cost, ) - return client except Exception as e: print(f"Failed to initialize Weave client for project '{project_name}': {e}") return None + else: + return client client = init_weave_client(PROJECT_NAME) ``` ## 2.2 Fetching Calls Data from Weave + In order to fetch call data from Weave, we have two options: + 1. Fetching Data call-by-call 2. Using high-level APIs ### 2.2.1 Fetching Data call-by-call + The first option to access data from Weave is to retrieve a list of filtered calls and extract the wanted data call-by-call. For that we can use the `calls_query_stream` API to fetch the calls data from Weave: -* `calls_query_stream` API: This API allows us to fetch the calls data from Weave. -* `filter` dictionary: This dictionary contains the filter parameters to fetch the calls data - see [here](https://weave-docs.wandb.ai/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface/#class-callschema) for more details. -* `expand_columns` list: This list contains the columns to expand in the calls data. -* `sort_by` list: This list contains the sorting parameters for the calls data. -* `include_costs` boolean: This boolean indicates whether to include the costs in the calls data. -* `include_feedback` boolean: This boolean indicates whether to include the feedback in the calls data. +- `calls_query_stream` API: This API allows us to fetch the calls data from Weave. +- `filter` dictionary: This dictionary contains the filter parameters to fetch the calls data - see [here](https://weave-docs.wandb.ai/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface/#class-callschema) for more details. +- `expand_columns` list: This list contains the columns to expand in the calls data. +- `sort_by` list: This list contains the sorting parameters for the calls data. +- `include_costs` boolean: This boolean indicates whether to include the costs in the calls data. +- `include_feedback` boolean: This boolean indicates whether to include the feedback in the calls data. + ```python @@ -121,10 +135,11 @@ def fetch_calls(client, project_id, start_time, trace_roots_only, limit): itertools.islice(calls_stream, limit) ) # limit the number of calls to fetch if too many print(f"Fetched {len(calls)} calls.") - return calls except Exception as e: print(f"Error fetching calls: {e}") return [] + else: + return calls calls = fetch_calls(client, PROJECT_NAME, datetime.now() - timedelta(days=1), True, 100) @@ -136,7 +151,8 @@ calls = fetch_calls(client, PROJECT_NAME, datetime.now() - timedelta(days=1), Tr pd.DataFrame([call.dict() for call in calls]).head(3) ``` -Processing the calls is very easy with the return from Weave - we'll extract the relevant information and store it in a list of dictionaries. We'll then convert the list of dictionaries to a pandas DataFrame and return it. +Processing the calls is very easy with the return from Weave - we'll extract the relevant information and store it in a list of dictionaries. We'll then convert the list of dictionaries to a pandas DataFrame and return it. + ```python @@ -185,10 +201,12 @@ df_calls.head(3) ``` ### 2.2.2 Using high-level APIs -Instead of goin through every call Weave also provides high-level APIs to directly access model costs, feedback, and other metrics. + +Instead of goin through every call Weave also provides high-level APIs to directly access model costs, feedback, and other metrics. For example, for the cost, we'll use the `query_costs` API to fetch the costs of all used LLMs using in project: + ```python # Use cost API to get costs costs = client.query_costs() @@ -202,9 +220,11 @@ df_costs ``` ## 2.4 Gathering inputs and generating visualizations + Next, we can generate the visualizations using plotly. This is the most basic dashboard, but you can customize it as you like! For a more complex example, check out a Streamlit example [here](https://github.com/NiWaRe/knowledge-worker-weave/blob/master/prod_dashboard.py). + ```python import plotly.express as px import plotly.graph_objects as go @@ -216,7 +236,7 @@ def plot_feedback_pie_chart(thumbs_up, thumbs_down): go.Pie( labels=["Thumbs Up", "Thumbs Down"], values=[thumbs_up, thumbs_down], - marker=dict(colors=["#66b3ff", "#ff9999"]), + marker={"colors": ["#66b3ff", "#ff9999"]}, hole=0.3, ) ] @@ -252,13 +272,15 @@ plot_model_cost_distribution(df_costs) ``` # Conclusion + In this cookbook, we demonstrated how to create a custom production monitoring dashboard using Weave's APIs and functions. Weave currently focuses on fast integrations for easy input of data as well as extraction of the data for custom processes. -* **Data Input:** - * Framework-agnostic tracing with [@weave-op()](https://weave-docs.wandb.ai/quickstart#2-log-a-trace-to-a-new-project) decorator and the possibility to import calls from CSV (see related [import cookbook](https://weave-docs.wandb.ai/reference/gen_notebooks/import_from_csv)) - * Service API endpoints to log to Weave from for various programming frameworks and languages, see [here](https://weave-docs.wandb.ai/reference/service-api/call-start-call-start-post) for more details. -* **Data Output:** - * Easy download of the data in CSV, TSV, JSONL, JSON formats - see [here](https://weave-docs.wandb.ai/guides/tracking/tracing#querying--exporting-calls) for more details. - * Easy export using programmatic access to the data - see "Use Python" section in the export panel as described in this cookbook. See [here](https://weave-docs.wandb.ai/guides/tracking/tracing#querying--exporting-calls) for more details. +- **Data Input:** + - Framework-agnostic tracing with [@weave-op()](https://weave-docs.wandb.ai/quickstart#2-log-a-trace-to-a-new-project) decorator and the possibility to import calls from CSV (see related [import cookbook](https://weave-docs.wandb.ai/reference/gen_notebooks/import_from_csv)) + - Service API endpoints to log to Weave from for various programming frameworks and languages, see [here](https://weave-docs.wandb.ai/reference/service-api/call-start-call-start-post) for more details. +- **Data Output:** + - Easy download of the data in CSV, TSV, JSONL, JSON formats - see [here](https://weave-docs.wandb.ai/guides/tracking/tracing#querying--exporting-calls) for more details. + - Easy export using programmatic access to the data - see "Use Python" section in the export panel as described in this cookbook. See [here](https://weave-docs.wandb.ai/guides/tracking/tracing#querying--exporting-calls) for more details. This custom dashboard extends Weave's native Traces view, allowing for tailored monitoring of LLM applications in production. If you're interested in viewing a more complex dashboard, check out a Streamlit example where you can add your own Weave project URL [in this repo](https://github.com/NiWaRe/agent-dev-collection). + diff --git a/docs/docs/reference/gen_notebooks/weave_via_service_api.md b/docs/docs/reference/gen_notebooks/weave_via_service_api.md index 5081e8923b46..af8a27b2f060 100644 --- a/docs/docs/reference/gen_notebooks/weave_via_service_api.md +++ b/docs/docs/reference/gen_notebooks/weave_via_service_api.md @@ -1,9 +1,6 @@ ---- -title: Use the Service API to Log and Query Traces ---- -:::note[This is a notebook] +:::tip[This is a notebook]
Open In Colab
Open in Colab
@@ -11,17 +8,18 @@ title: Use the Service API to Log and Query Traces ::: - -In the following notebook, you will learn how to use the Weave Service API to log traces. Specifically, you will use the Service API to: +# Use the Service API to Log and Query Traces + +In the following guide, you will learn how to use the Weave Service API to log traces. Specifically, you will use the Service API to: 1. [Create a mock of a simple LLM call and response, and log it to Weave.](#simple-trace) 2. [Create a mock of a more complex LLM call and response, and log it to Weave.](#complex-trace) 3. [Run a sample lookup query on the logged traces.](#run-a-lookup-query) -:::tip[View logged traces] -You can view all of the Weave traces created when you run the code in this guide by going to the **Traces** tab in your Weave project (specified by `team_id\project_id`), and selecting the name of the trace. -::: +> **View logged traces** +> +> You can view all of the Weave traces created when you run the code in this guide by going to the **Traces** tab in your Weave project (specified by `team_id\project_id`), and selecting the name of the trace. Before beginning, complete the [prerequisites](#prerequisites-set-variables-and-endpoints) @@ -43,6 +41,7 @@ Additionally, you must set the following variables: ```python import datetime import json + import requests # Headers and URLs @@ -52,9 +51,9 @@ url_end = "https://trace.wandb.ai/call/end" url_stream_query = "https://trace.wandb.ai/calls/stream_query" # W&B variables -team_id="" -project_id="" -wandb_token="" +team_id = "" +project_id = "" +wandb_token = "" ``` ## Simple trace @@ -79,30 +78,30 @@ Call started. ID: 01939cdc-38d2-7d61-940d-dcca0a56c575, Trace ID: 01939cdc-38d2- ## Start trace ## ------------ payload_start = { - "start": { - "project_id": f"{team_id}/{project_id}", - "op_name": "simple_trace", - "started_at": datetime.datetime.now().isoformat(), - "inputs": { - # Use this "messages" style to generate the chat UI in the expanded trace. - "messages": [{"role":"user","content":"Why is the sky blue?"}], - "model": "gpt-4o" - }, - "attributes": {}, - } + "start": { + "project_id": f"{team_id}/{project_id}", + "op_name": "simple_trace", + "started_at": datetime.datetime.now().isoformat(), + "inputs": { + # Use this "messages" style to generate the chat UI in the expanded trace. + "messages": [{"role": "user", "content": "Why is the sky blue?"}], + "model": "gpt-4o", + }, + "attributes": {}, + } } response = requests.post( - url_start, headers=headers, json=payload_start, auth=("api", wandb_token) + url_start, headers=headers, json=payload_start, auth=("api", wandb_token) ) if response.status_code == 200: - data = response.json() - call_id = data.get("id") - trace_id = data.get("trace_id") - print(f"Call started. ID: {call_id}, Trace ID: {trace_id}") + data = response.json() + call_id = data.get("id") + trace_id = data.get("trace_id") + print(f"Call started. ID: {call_id}, Trace ID: {trace_id}") else: - print("Start request failed with status:", response.status_code) - print(response.text) - exit() + print("Start request failed with status:", response.status_code) + print(response.text) + exit() ``` ### End a simple trace @@ -121,37 +120,41 @@ Call ended. ## End trace ## ------------ payload_end = { - "end": { - "project_id": f"{team_id}/{project_id}", - "id": call_id, - "ended_at": datetime.datetime.now().isoformat(), - "output": { - # Use this "choices" style to add the completion to the chat UI in the expanded trace. - "choices": [ - {"message": {"content": "It’s due to Rayleigh scattering, where shorter blue wavelengths of sunlight scatter in all directions."}}, - ] - }, - # Format the summary like this to generate the pricing summary information in the traces table. - "summary": { - "usage": { - "gpt-4o": { - "prompt_tokens": 10, - "completion_tokens": 20, - "total_tokens": 30, - "requests": 1, - } - } - }, - } + "end": { + "project_id": f"{team_id}/{project_id}", + "id": call_id, + "ended_at": datetime.datetime.now().isoformat(), + "output": { + # Use this "choices" style to add the completion to the chat UI in the expanded trace. + "choices": [ + { + "message": { + "content": "It’s due to Rayleigh scattering, where shorter blue wavelengths of sunlight scatter in all directions." + } + }, + ] + }, + # Format the summary like this to generate the pricing summary information in the traces table. + "summary": { + "usage": { + "gpt-4o": { + "prompt_tokens": 10, + "completion_tokens": 20, + "total_tokens": 30, + "requests": 1, + } + } + }, + } } response = requests.post( - url_end, headers=headers, json=payload_end, auth=("api", wandb_token) + url_end, headers=headers, json=payload_end, auth=("api", wandb_token) ) if response.status_code == 200: - print("Call ended.") + print("Call ended.") else: - print("End request failed with status:", response.status_code) - print(response.text) + print("End request failed with status:", response.status_code) + print(response.text) ``` ## Complex trace @@ -182,28 +185,26 @@ Parent call started. ID: 01939d26-0844-7c43-94bb-cdc471b6d65f, Trace ID: 01939d2 # Parent call: Start payload_parent_start = { - "start": { - "project_id": f"{team_id}/{project_id}", - "op_name": "complex_trace", - "started_at": datetime.datetime.now().isoformat(), - "inputs": { - "question": "Can you summarize the key points of this document?" - }, - "attributes": {}, - } + "start": { + "project_id": f"{team_id}/{project_id}", + "op_name": "complex_trace", + "started_at": datetime.datetime.now().isoformat(), + "inputs": {"question": "Can you summarize the key points of this document?"}, + "attributes": {}, + } } response = requests.post( - url_start, headers=headers, json=payload_parent_start, auth=("api", wandb_token) + url_start, headers=headers, json=payload_parent_start, auth=("api", wandb_token) ) if response.status_code == 200: - data = response.json() - parent_call_id = data.get("id") - trace_id = data.get("trace_id") - print(f"Parent call started. ID: {parent_call_id}, Trace ID: {trace_id}") + data = response.json() + parent_call_id = data.get("id") + trace_id = data.get("trace_id") + print(f"Parent call started. ID: {parent_call_id}, Trace ID: {trace_id}") else: - print("Parent start request failed with status:", response.status_code) - print(response.text) - exit() + print("Parent start request failed with status:", response.status_code) + print(response.text) + exit() ``` ### Add a child span to a complex trace: RAG document lookup @@ -232,50 +233,50 @@ Child call ended. # Child call: Start payload_child_start = { - "start": { - "project_id": f"{team_id}/{project_id}", - "op_name": "rag_document_lookup", - "trace_id": trace_id, - "parent_id": parent_call_id, - "started_at": datetime.datetime.now().isoformat(), - "inputs": { - "document_search": "This is a search query of the documents I'm looking for." - }, - "attributes": {}, - } + "start": { + "project_id": f"{team_id}/{project_id}", + "op_name": "rag_document_lookup", + "trace_id": trace_id, + "parent_id": parent_call_id, + "started_at": datetime.datetime.now().isoformat(), + "inputs": { + "document_search": "This is a search query of the documents I'm looking for." + }, + "attributes": {}, + } } response = requests.post( - url_start, headers=headers, json=payload_child_start, auth=("api", wandb_token) + url_start, headers=headers, json=payload_child_start, auth=("api", wandb_token) ) if response.status_code == 200: - data = response.json() - child_call_id = data.get("id") - print(f"Child call started. ID: {child_call_id}") + data = response.json() + child_call_id = data.get("id") + print(f"Child call started. ID: {child_call_id}") else: - print("Child start request failed with status:", response.status_code) - print(response.text) - exit() + print("Child start request failed with status:", response.status_code) + print(response.text) + exit() # Child call: End payload_child_end = { - "end": { - "project_id": f"{team_id}/{project_id}", - "id": child_call_id, - "ended_at": datetime.datetime.now().isoformat(), - "output": { - "document_results": "This will be the RAG'd document text which will be returned from the search query." - }, - "summary": {}, - } + "end": { + "project_id": f"{team_id}/{project_id}", + "id": child_call_id, + "ended_at": datetime.datetime.now().isoformat(), + "output": { + "document_results": "This will be the RAG'd document text which will be returned from the search query." + }, + "summary": {}, + } } response = requests.post( - url_end, headers=headers, json=payload_child_end, auth=("api", wandb_token) + url_end, headers=headers, json=payload_child_end, auth=("api", wandb_token) ) if response.status_code == 200: - print("Child call ended.") + print("Child call ended.") else: - print("Child end request failed with status:", response.status_code) - print(response.text) + print("Child end request failed with status:", response.status_code) + print(response.text) ``` ### Add a child span to a complex trace: LLM completion call @@ -312,62 +313,67 @@ Child call ended. # Child call: Start payload_child_start = { - "start": { - "project_id": f"{team_id}/{project_id}", - "op_name": "llm_completion", - "trace_id": trace_id, - "parent_id": parent_call_id, - "started_at": datetime.datetime.now().isoformat(), - "inputs": { - "messages": [{"role":"user","content":"With the following document context, could you help me answer:\n Can you summarize the key points of this document?\n [+ appended document context]"}], - "model": "gpt-4o" - }, - "attributes": {}, - } + "start": { + "project_id": f"{team_id}/{project_id}", + "op_name": "llm_completion", + "trace_id": trace_id, + "parent_id": parent_call_id, + "started_at": datetime.datetime.now().isoformat(), + "inputs": { + "messages": [ + { + "role": "user", + "content": "With the following document context, could you help me answer:\n Can you summarize the key points of this document?\n [+ appended document context]", + } + ], + "model": "gpt-4o", + }, + "attributes": {}, + } } response = requests.post( - url_start, headers=headers, json=payload_child_start, auth=("api", wandb_token) + url_start, headers=headers, json=payload_child_start, auth=("api", wandb_token) ) if response.status_code == 200: - data = response.json() - child_call_id = data.get("id") - print(f"Child call started. ID: {child_call_id}") + data = response.json() + child_call_id = data.get("id") + print(f"Child call started. ID: {child_call_id}") else: - print("Child start request failed with status:", response.status_code) - print(response.text) - exit() + print("Child start request failed with status:", response.status_code) + print(response.text) + exit() # Child call: End payload_child_end = { - "end": { - "project_id": f"{team_id}/{project_id}", - "id": child_call_id, - "ended_at": datetime.datetime.now().isoformat(), - "output": { - "choices": [ - {"message": {"content": "This is the response generated by the LLM."}}, - ] - }, - "summary": { - "usage": { - "gpt-4o": { - "prompt_tokens": 10, - "completion_tokens": 20, - "total_tokens": 30, - "requests": 1, - } - } - }, - } + "end": { + "project_id": f"{team_id}/{project_id}", + "id": child_call_id, + "ended_at": datetime.datetime.now().isoformat(), + "output": { + "choices": [ + {"message": {"content": "This is the response generated by the LLM."}}, + ] + }, + "summary": { + "usage": { + "gpt-4o": { + "prompt_tokens": 10, + "completion_tokens": 20, + "total_tokens": 30, + "requests": 1, + } + } + }, + } } response = requests.post( - url_end, headers=headers, json=payload_child_end, auth=("api", wandb_token) + url_end, headers=headers, json=payload_child_end, auth=("api", wandb_token) ) if response.status_code == 200: - print("Child call ended.") + print("Child call ended.") else: - print("Child end request failed with status:", response.status_code) - print(response.text) + print("Child end request failed with status:", response.status_code) + print(response.text) ``` ### End a complex trace @@ -397,35 +403,35 @@ Parent call ended. # Parent call: End payload_parent_end = { - "end": { - "project_id": f"{team_id}/{project_id}", - "id": parent_call_id, - "ended_at": datetime.datetime.now().isoformat(), - "output": { - "choices": [ - {"message": {"content": "This is the response generated by the LLM."}}, - ] - }, - "summary": { - "usage": { - "gpt-4o": { - "prompt_tokens": 10, - "completion_tokens": 20, - "total_tokens": 30, - "requests": 1, - } - } - }, - } + "end": { + "project_id": f"{team_id}/{project_id}", + "id": parent_call_id, + "ended_at": datetime.datetime.now().isoformat(), + "output": { + "choices": [ + {"message": {"content": "This is the response generated by the LLM."}}, + ] + }, + "summary": { + "usage": { + "gpt-4o": { + "prompt_tokens": 10, + "completion_tokens": 20, + "total_tokens": 30, + "requests": 1, + } + } + }, + } } response = requests.post( - url_end, headers=headers, json=payload_parent_end, auth=("api", wandb_token) + url_end, headers=headers, json=payload_parent_end, auth=("api", wandb_token) ) if response.status_code == 200: - print("Parent call ended.") + print("Parent call ended.") else: - print("Parent end request failed with status:", response.status_code) - print(response.text) + print("Parent end request failed with status:", response.status_code) + print(response.text) ``` ## Run a lookup query @@ -454,34 +460,29 @@ On a successful query, the response will include trace data matching the query p ```python query_payload = { - "project_id": f"{team_id}/{project_id}", - "filter": {"trace_roots_only": True}, - "query": { - "$expr": { - "$eq": [ - {"$getField": "inputs.model"}, - {"$literal": "gpt-4o"} - ] - } - }, - "limit": 10000, - "offset": 0, - "sort_by": [{"field": "started_at", "direction": "desc"}], - "include_feedback": False + "project_id": f"{team_id}/{project_id}", + "filter": {"trace_roots_only": True}, + "query": { + "$expr": {"$eq": [{"$getField": "inputs.model"}, {"$literal": "gpt-4o"}]} + }, + "limit": 10000, + "offset": 0, + "sort_by": [{"field": "started_at", "direction": "desc"}], + "include_feedback": False, } response = requests.post( - url_stream_query, headers=headers, json=query_payload, auth=("api", wandb_token) + url_stream_query, headers=headers, json=query_payload, auth=("api", wandb_token) ) if response.status_code == 200: - print("Query successful!") - try: - data = response.json() - print(data) - except json.JSONDecodeError as e: - # Alternate decode - json_objects = response.text.strip().split("\n") - parsed_data = [json.loads(obj) for obj in json_objects] - print(parsed_data) + print("Query successful!") + try: + data = response.json() + print(data) + except json.JSONDecodeError as e: + # Alternate decode + json_objects = response.text.strip().split("\n") + parsed_data = [json.loads(obj) for obj in json_objects] + print(parsed_data) else: print(f"Query failed with status code: {response.status_code}") print(response.text) diff --git a/docs/docs/reference/python-sdk/weave/index.md b/docs/docs/reference/python-sdk/weave/index.md index d2c6a0f036db..a8ff34e7d760 100644 --- a/docs/docs/reference/python-sdk/weave/index.md +++ b/docs/docs/reference/python-sdk/weave/index.md @@ -19,8 +19,11 @@ The top-level functions and classes for working with Weave. - [`obj.Object`](#class-object) - [`dataset.Dataset`](#class-dataset): Dataset object with easy saving and automatic versioning - [`model.Model`](#class-model): Intended to capture a combination of code and data the operates on an input. +- [`prompt.Prompt`](#class-prompt) +- [`prompt.StringPrompt`](#class-stringprompt) +- [`prompt.MessagesPrompt`](#class-messagesprompt) - [`eval.Evaluation`](#class-evaluation): Sets up an evaluation which includes a set of scorers and a dataset. -- [`scorer.Scorer`](#class-scorer) +- [`base_scorer.Scorer`](#class-scorer) ## Functions @@ -37,14 +40,15 @@ The top-level functions and classes for working with Weave. --- - + ### function `init` ```python init( - project_name: str, - settings: Optional[UserSettings, dict[str, Any]] = None + project_name: 'str', + settings: 'UserSettings | dict[str, Any] | None' = None, + autopatch_settings: 'AutopatchSettings | None' = None ) β†’ WeaveClient ``` @@ -67,12 +71,12 @@ Following init, calls of weave.op() decorated functions will be logged to the sp --- - + ### function `publish` ```python -publish(obj: Any, name: Optional[str] = None) β†’ ObjectRef +publish(obj: 'Any', name: 'str | None' = None) β†’ ObjectRef ``` Save and version a python object. @@ -95,12 +99,12 @@ TODO: Need to document how name works with this change. --- - + ### function `ref` ```python -ref(location: str) β†’ ObjectRef +ref(location: 'str') β†’ ObjectRef ``` Construct a Ref to a Weave object. @@ -122,7 +126,7 @@ TODO: what happens if obj does not exist --- - + ### function `require_current_call` @@ -175,12 +179,12 @@ print(mycall.id) --- - + ### function `get_current_call` ```python -get_current_call() β†’ Optional[ForwardRef('Call')] +get_current_call() β†’ Call | None ``` Get the Call object for the currently executing Op, within that Op. @@ -192,7 +196,7 @@ Get the Call object for the currently executing Op, within that Op. --- - + ### function `finish` @@ -206,18 +210,19 @@ Following finish, calls of weave.op() decorated functions will no longer be logg --- - + ### function `op` ```python op( - func: Optional[Callable] = None, - name: Optional[str] = None, - call_display_name: Optional[str, Callable[[ForwardRef('Call')], str]] = None, - postprocess_inputs: Optional[Callable[[dict[str, Any]], dict[str, Any]]] = None, - postprocess_output: Optional[Callable[, Any]] = None -) β†’ Union[Callable[[Any], Op], Op] + func: 'Callable | None' = None, + name: 'str | None' = None, + call_display_name: 'str | CallDisplayNameFunc | None' = None, + postprocess_inputs: 'PostprocessInputsFunc | None' = None, + postprocess_output: 'PostprocessOutputFunc | None' = None, + tracing_sample_rate: 'float' = 1.0 +) β†’ Callable[[Callable], Op] | Op ``` A decorator to weave op-ify a function or method. Works for both sync and async. @@ -237,6 +242,7 @@ If you don't call `weave.init` then the function will behave as if it were not d - `call_display_name` (Optional[Union[str, Callable[["Call"], str]]]): Custom display name for the call in the Weave UI. Can be a string or a function that takes a Call object and returns a string. When a function is passed, it can use any attributes of the Call object (e.g. `op_name`, `trace_id`, etc.) to generate a custom display name. - `postprocess_inputs` (Optional[Callable[[dict[str, Any]], dict[str, Any]]]): A function to process the inputs after they've been captured but before they're logged. This does not affect the actual inputs passed to the function, only the displayed inputs. - `postprocess_output` (Optional[Callable[..., Any]]): A function to process the output after it's been returned from the function but before it's logged. This does not affect the actual output of the function, only the displayed output. + - `tracing_sample_rate` (float): The sampling rate for tracing this function. Defaults to 1.0 (always trace). @@ -252,7 +258,9 @@ If you don't call `weave.init` then the function will behave as if it were not d -Example usage: ```python +Example usage: + +```python import weave weave.init("my-project") @@ -271,12 +279,12 @@ await extract() # calls the function and tracks the call in the Weave UI --- - + ### function `attributes` ```python -attributes(attributes: dict[str, Any]) β†’ Iterator +attributes(attributes: 'dict[str, Any]') β†’ Iterator ``` Context manager for setting attributes on a call. @@ -293,7 +301,7 @@ with weave.attributes({'env': 'production'}): --- - + ## class `Object` @@ -307,7 +315,7 @@ with weave.attributes({'env': 'production'}): - `description`: `typing.Optional[str]` --- - + ### classmethod `handle_relocatable_object` @@ -326,7 +334,7 @@ handle_relocatable_object( --- - + ## class `Dataset` Dataset object with easy saving and automatic versioning @@ -362,7 +370,7 @@ example_label = dataset_ref.rows[2]['sentence'] - `rows`: `` --- - + ### classmethod `convert_to_table` @@ -423,7 +431,162 @@ get_infer_method() β†’ Callable --- - + + +## class `Prompt` + + + + + +**Pydantic Fields:** + +- `name`: `typing.Optional[str]` +- `description`: `typing.Optional[str]` +--- + + + +### method `format` + +```python +format(**kwargs: Any) β†’ Any +``` + + + + + + +--- + + + +## class `StringPrompt` + + + + + + +### method `__init__` + +```python +__init__(content: str) +``` + + + + + + +**Pydantic Fields:** + +- `name`: `typing.Optional[str]` +- `description`: `typing.Optional[str]` +- `content`: `` +--- + + + +### method `format` + +```python +format(**kwargs: Any) β†’ str +``` + + + + + +--- + + + +### classmethod `from_obj` + +```python +from_obj(obj: Any) β†’ StringPrompt +``` + + + + + + +--- + + + +## class `MessagesPrompt` + + + + + + +### method `__init__` + +```python +__init__(messages: list[dict]) +``` + + + + + + +**Pydantic Fields:** + +- `name`: `typing.Optional[str]` +- `description`: `typing.Optional[str]` +- `messages`: `list[dict]` +--- + + + +### method `format` + +```python +format(**kwargs: Any) β†’ list +``` + + + + + +--- + + + +### method `format_message` + +```python +format_message(message: dict, **kwargs: Any) β†’ dict +``` + + + + + +--- + + + +### classmethod `from_obj` + +```python +from_obj(obj: Any) β†’ MessagesPrompt +``` + + + + + + +--- + + ## class `Evaluation` Sets up an evaluation which includes a set of scorers and a dataset. @@ -475,12 +638,13 @@ asyncio.run(evaluation.evaluate(function_to_evaluate)) - `name`: `typing.Optional[str]` - `description`: `typing.Optional[str]` - `dataset`: `typing.Union[flow.dataset.Dataset, list]` -- `scorers`: `typing.Optional[list[typing.Union[typing.Callable, trace.op.Op, flow.scorer.Scorer]]]` +- `scorers`: `typing.Optional[list[typing.Union[typing.Callable, trace.op.Op, scorers.base_scorer.Scorer]]]` - `preprocess_model_input`: `typing.Optional[typing.Callable]` - `trials`: `` +- `evaluation_name`: `typing.Union[str, typing.Callable[[trace.weave_client.Call], str], NoneType]` --- - + ### method `evaluate` @@ -494,12 +658,12 @@ evaluate(model: Union[Callable, Model]) β†’ dict --- - + -### method `model_post_init` +### method `get_eval_results` ```python -model_post_init(_Evaluation__context: Any) β†’ None +get_eval_results(model: Union[Callable, Model]) β†’ EvaluationResults ``` @@ -508,7 +672,7 @@ model_post_init(_Evaluation__context: Any) β†’ None --- - + ### method `predict_and_score` @@ -522,7 +686,7 @@ predict_and_score(model: Union[Callable, Model], example: dict) β†’ dict --- - + ### method `summarize` @@ -537,7 +701,7 @@ summarize(eval_table: EvaluationResults) β†’ dict --- - + ## class `Scorer` @@ -549,14 +713,29 @@ summarize(eval_table: EvaluationResults) β†’ dict - `name`: `typing.Optional[str]` - `description`: `typing.Optional[str]` +- `column_map`: `typing.Optional[dict[str, str]]` +--- + + + +### method `model_post_init` + +```python +model_post_init(_Scorer__context: Any) β†’ None +``` + + + + + --- - + ### method `score` ```python -score(target: Any, model_output: Any) β†’ Any +score(output: Any, **kwargs: Any) β†’ Any ``` @@ -565,7 +744,7 @@ score(target: Any, model_output: Any) β†’ Any --- - + ### method `summarize` diff --git a/docs/docs/reference/python-sdk/weave/trace/weave.trace.feedback.md b/docs/docs/reference/python-sdk/weave/trace/weave.trace.feedback.md index 81ab1360df03..9b225ea81ac7 100644 --- a/docs/docs/reference/python-sdk/weave/trace/weave.trace.feedback.md +++ b/docs/docs/reference/python-sdk/weave/trace/weave.trace.feedback.md @@ -26,17 +26,20 @@ Classes for working with feedback on a project or ref level. --- - + ## class `Feedbacks` A collection of Feedback objects with utilities. - + ### method `__init__` ```python -__init__(show_refs: bool, feedbacks: Optional[Iterable[Feedback]] = None) β†’ None +__init__( + show_refs: 'bool', + feedbacks: 'Iterable[Feedback] | None' = None +) β†’ None ``` @@ -48,7 +51,7 @@ __init__(show_refs: bool, feedbacks: Optional[Iterable[Feedback]] = None) β†’ No --- - + ### method `refs` @@ -61,23 +64,23 @@ Return the unique refs associated with these feedbacks. --- - + ## class `FeedbackQuery` Lazy-loading object for fetching feedback from the server. - + ### method `__init__` ```python __init__( - entity: str, - project: str, - query: Query, - offset: Optional[int] = None, - limit: Optional[int] = None, - show_refs: bool = False + entity: 'str', + project: 'str', + query: 'Query', + offset: 'int | None' = None, + limit: 'int | None' = None, + show_refs: 'bool' = False ) ``` @@ -90,7 +93,7 @@ __init__( --- - + ### method `execute` @@ -104,7 +107,7 @@ execute() β†’ Feedbacks --- - + ### method `refresh` @@ -118,7 +121,7 @@ refresh() β†’ Feedbacks --- - + ### method `refs` @@ -133,17 +136,17 @@ refs() β†’ Refs --- - + ## class `RefFeedbackQuery` Object for interacting with feedback associated with a particular ref. - + ### method `__init__` ```python -__init__(ref: str) β†’ None +__init__(ref: 'str') β†’ None ``` @@ -155,16 +158,16 @@ __init__(ref: str) β†’ None --- - + ### method `add` ```python add( - feedback_type: str, - payload: Optional[dict[str, Any]] = None, - creator: Optional[str] = None, - **kwargs: dict[str, Any] + feedback_type: 'str', + payload: 'dict[str, Any] | None' = None, + creator: 'str | None' = None, + **kwargs: 'dict[str, Any]' ) β†’ str ``` @@ -174,12 +177,12 @@ feedback_type: A string identifying the type of feedback. The "wandb." prefix is --- - + ### method `add_note` ```python -add_note(note: str, creator: Optional[str] = None) β†’ str +add_note(note: 'str', creator: 'str | None' = None) β†’ str ``` @@ -188,12 +191,12 @@ add_note(note: str, creator: Optional[str] = None) β†’ str --- - + ### method `add_reaction` ```python -add_reaction(emoji: str, creator: Optional[str] = None) β†’ str +add_reaction(emoji: 'str', creator: 'str | None' = None) β†’ str ``` @@ -202,7 +205,7 @@ add_reaction(emoji: str, creator: Optional[str] = None) β†’ str --- - + ### method `execute` @@ -216,12 +219,12 @@ execute() β†’ Feedbacks --- - + ### method `purge` ```python -purge(feedback_id: str) β†’ None +purge(feedback_id: 'str') β†’ None ``` @@ -230,7 +233,7 @@ purge(feedback_id: str) β†’ None --- - + ### method `refresh` @@ -244,7 +247,7 @@ refresh() β†’ Feedbacks --- - + ### method `refs` diff --git a/docs/docs/reference/python-sdk/weave/trace/weave.trace.op.md b/docs/docs/reference/python-sdk/weave/trace/weave.trace.op.md index a927f39c41cf..8d94cb37e5bd 100644 --- a/docs/docs/reference/python-sdk/weave/trace/weave.trace.op.md +++ b/docs/docs/reference/python-sdk/weave/trace/weave.trace.op.md @@ -25,12 +25,18 @@ Defines the Op protocol and related functions. --- - + ### function `call` ```python -call(op: Op, *args: Any, **kwargs: Any) β†’ tuple[Any, 'Call'] +call( + op: 'Op', + *args: 'Any', + __weave: 'WeaveKwargs | None' = None, + __should_raise: 'bool' = False, + **kwargs: 'Any' +) β†’ tuple[Any, Call] | Coroutine[Any, Any, tuple[Any, Call]] ``` Executes the op and returns both the result and a Call representing the execution. @@ -49,12 +55,12 @@ result, call = add.call(1, 2) --- - + ### function `calls` ```python -calls(op: Op) β†’ CallsIter +calls(op: 'Op') β†’ CallsIter ``` Get an iterator over all calls to this op. diff --git a/docs/docs/reference/python-sdk/weave/trace/weave.trace.util.md b/docs/docs/reference/python-sdk/weave/trace/weave.trace.util.md index 011deb05f8ec..ccdf96c63fef 100644 --- a/docs/docs/reference/python-sdk/weave/trace/weave.trace.util.md +++ b/docs/docs/reference/python-sdk/weave/trace/weave.trace.util.md @@ -25,7 +25,7 @@ sidebar_label: util --- - + ## class `ContextAwareThreadPoolExecutor` A ThreadPoolExecutor that runs functions with the context of the caller. @@ -44,12 +44,12 @@ with concurrent.futures.ThreadPoolExecutor() as executor: executor.map(_wrapped_fn, vals) ``` - + ### method `__init__` ```python -__init__(*args: Any, **kwargs: Any) β†’ None +__init__(*args: 'Any', **kwargs: 'Any') β†’ None ``` @@ -61,16 +61,16 @@ __init__(*args: Any, **kwargs: Any) β†’ None --- - + ### method `map` ```python map( - fn: Callable, - *iterables: Iterable[Iterable], - timeout: Optional[float] = None, - chunksize: int = 1 + fn: 'Callable', + *iterables: 'Iterable[Iterable]', + timeout: 'float | None' = None, + chunksize: 'int' = 1 ) β†’ Iterator ``` @@ -80,12 +80,12 @@ map( --- - + ### method `submit` ```python -submit(fn: Callable, *args: Any, **kwargs: Any) β†’ Any +submit(fn: 'Callable', *args: 'Any', **kwargs: 'Any') β†’ Any ``` @@ -95,12 +95,12 @@ submit(fn: Callable, *args: Any, **kwargs: Any) β†’ Any --- - + ## class `ContextAwareThread` A Thread that runs functions with the context of the caller. -This is a drop-in replacement for threading.Thread that ensures calls behave as expected inside the thread. Weave requires certain contextvars to be set (see call_context.py), but new threads do not automatically copy context from the parent, which can cause the call context to be lost -- not good! This class automates contextvar copying so using this thread "just works" as the user probaly expects. +This is a drop-in replacement for threading.Thread that ensures calls behave as expected inside the thread. Weave requires certain contextvars to be set (see call_context.py), but new threads do not automatically copy context from the parent, which can cause the call context to be lost -- not good! This class automates contextvar copying so using this thread "just works" as the user probably expects. You can achieve the same effect without this class by instead writing: @@ -115,12 +115,12 @@ thread = threading.Thread(target=run_with_context(your_func, *args, **kwargs)) thread.start() ``` - + ### method `__init__` ```python -__init__(*args: Any, **kwargs: Any) β†’ None +__init__(*args: 'Any', **kwargs: 'Any') β†’ None ``` @@ -166,7 +166,7 @@ This is a non-negative integer. See the get_native_id() function. This represent --- - + ### method `run` diff --git a/docs/docs/reference/python-sdk/weave/trace/weave.trace.weave_client.md b/docs/docs/reference/python-sdk/weave/trace/weave.trace.weave_client.md index 7c08c4c707ac..32a1ae124221 100644 --- a/docs/docs/reference/python-sdk/weave/trace/weave.trace.weave_client.md +++ b/docs/docs/reference/python-sdk/weave/trace/weave.trace.weave_client.md @@ -18,31 +18,32 @@ sidebar_label: weave_client - [`weave_client.WeaveClient`](#class-weaveclient) - [`weave_client.Call`](#class-call): A Call represents a single operation that was executed as part of a trace. -- [`weave_client.CallsIter`](#class-callsiter) +## Functions +- [`weave_client.PaginatedIterator`](#function-paginatediterator) --- - + ## class `WeaveClient` - + ### method `__init__` ```python __init__( - entity: str, - project: str, - server: TraceServerInterface, - ensure_project_exists: bool = True + entity: 'str', + project: 'str', + server: 'TraceServerInterface', + ensure_project_exists: 'bool' = True ) ``` @@ -55,19 +56,19 @@ __init__( --- - + ### method `add_cost` ```python add_cost( - llm_id: str, - prompt_token_cost: float, - completion_token_cost: float, - effective_date: Optional[datetime] = datetime.datetime(2024, 10, 9, 19, 25, 36, 393932, tzinfo=datetime.timezone.utc), - prompt_token_cost_unit: Optional[str] = 'USD', - completion_token_cost_unit: Optional[str] = 'USD', - provider_id: Optional[str] = 'default' + llm_id: 'str', + prompt_token_cost: 'float', + completion_token_cost: 'float', + effective_date: 'datetime | None' = datetime.datetime(2024, 12, 17, 4, 20, 20, 550683, tzinfo=datetime.timezone.utc), + prompt_token_cost_unit: 'str | None' = 'USD', + completion_token_cost_unit: 'str | None' = 'USD', + provider_id: 'str | None' = 'default' ) β†’ CostCreateRes ``` @@ -102,12 +103,12 @@ Add a cost to the current project. --- - + ### method `call` ```python -call(call_id: str, include_costs: Optional[bool] = False) β†’ WeaveObject +call(call_id: 'str', include_costs: 'bool' = False) β†’ WeaveObject ``` @@ -116,14 +117,14 @@ call(call_id: str, include_costs: Optional[bool] = False) β†’ WeaveObject --- - + ### method `calls` ```python calls( - filter: Optional[CallsFilter] = None, - include_costs: Optional[bool] = False + filter: 'CallsFilter | None' = None, + include_costs: 'bool' = False ) β†’ CallsIter ``` @@ -133,18 +134,18 @@ calls( --- - + ### method `create_call` ```python create_call( - op: Union[str, Op], - inputs: dict, - parent: Optional[Call] = None, - attributes: Optional[dict] = None, - display_name: Optional[str, Callable[[Call], str]] = None, - use_stack: bool = True + op: 'str | Op', + inputs: 'dict', + parent: 'Call | None' = None, + attributes: 'dict | None' = None, + display_name: 'str | Callable[[Call], str] | None' = None, + use_stack: 'bool' = True ) β†’ Call ``` @@ -168,12 +169,12 @@ Create, log, and push a call onto the runtime stack. --- - + ### method `delete_call` ```python -delete_call(call: Call) β†’ None +delete_call(call: 'Call') β†’ None ``` @@ -182,28 +183,28 @@ delete_call(call: Call) β†’ None --- - + ### method `fail_call` ```python -fail_call(call: Call, exception: BaseException) β†’ None +fail_call(call: 'Call', exception: 'BaseException') β†’ None ``` Fail a call with an exception. This is a convenience method for finish_call. --- - + ### method `feedback` ```python feedback( - query: Optional[Query, str] = None, - reaction: Optional[str] = None, - offset: int = 0, - limit: int = 100 + query: 'Query | str | None' = None, + reaction: 'str | None' = None, + offset: 'int' = 0, + limit: 'int' = 100 ) β†’ FeedbackQuery ``` @@ -213,16 +214,16 @@ feedback( --- - + ### method `finish_call` ```python finish_call( - call: Call, - output: Any = None, - exception: Optional[BaseException] = None, - op: Optional[Op] = None + call: 'Call', + output: 'Any' = None, + exception: 'BaseException | None' = None, + op: 'Op | None' = None ) β†’ None ``` @@ -232,12 +233,12 @@ finish_call( --- - + ### method `get` ```python -get(ref: ObjectRef) β†’ Any +get(ref: 'ObjectRef') β†’ Any ``` @@ -246,12 +247,12 @@ get(ref: ObjectRef) β†’ Any --- - + ### method `get_call` ```python -get_call(call_id: str, include_costs: Optional[bool] = False) β†’ WeaveObject +get_call(call_id: 'str', include_costs: 'bool' = False) β†’ WeaveObject ``` @@ -260,14 +261,14 @@ get_call(call_id: str, include_costs: Optional[bool] = False) β†’ WeaveObject --- - + ### method `get_calls` ```python get_calls( - filter: Optional[CallsFilter] = None, - include_costs: Optional[bool] = False + filter: 'CallsFilter | None' = None, + include_costs: 'bool' = False ) β†’ CallsIter ``` @@ -277,16 +278,16 @@ get_calls( --- - + ### method `get_feedback` ```python get_feedback( - query: Optional[Query, str] = None, - reaction: Optional[str] = None, - offset: int = 0, - limit: int = 100 + query: 'Query | str | None' = None, + reaction: 'str | None' = None, + offset: 'int' = 0, + limit: 'int' = 100 ) β†’ FeedbackQuery ``` @@ -321,12 +322,12 @@ Query project for feedback. --- - + ### method `purge_costs` ```python -purge_costs(ids: Union[list[str], str]) β†’ None +purge_costs(ids: 'list[str] | str') β†’ None ``` Purge costs from the current project. @@ -349,16 +350,16 @@ Purge costs from the current project. --- - + ### method `query_costs` ```python query_costs( - query: Optional[Query, str] = None, - llm_ids: Optional[list[str]] = None, - offset: int = 0, - limit: int = 100 + query: 'Query | str | None' = None, + llm_ids: 'list[str] | None' = None, + offset: 'int' = 0, + limit: 'int' = 100 ) β†’ list[CostQueryOutput] ``` @@ -395,12 +396,12 @@ Query project for costs. --- - + ### method `save` ```python -save(val: Any, name: str, branch: str = 'latest') β†’ Any +save(val: 'Any', name: 'str', branch: 'str' = 'latest') β†’ Any ``` Do not call directly, use weave.publish() instead. @@ -421,7 +422,7 @@ Do not call directly, use weave.publish() instead. --- - + ## class `Call` A Call represents a single operation that was executed as part of a trace. @@ -432,22 +433,22 @@ A Call represents a single operation that was executed as part of a trace. ```python __init__( - _op_name: Union[str, Future[str]], - trace_id: str, - project_id: str, - parent_id: Optional[str], - inputs: dict, - id: Optional[str] = None, - output: Any = None, - exception: Optional[str] = None, - summary: Optional[dict] = None, - display_name: Optional[str, Callable[[ForwardRef('Call')], str]] = None, - attributes: Optional[dict] = None, - started_at: Optional[datetime] = None, - ended_at: Optional[datetime] = None, - deleted_at: Optional[datetime] = None, - _children: list['Call'] = <factory>, - _feedback: Optional[RefFeedbackQuery] = None + _op_name: 'str | Future[str]', + trace_id: 'str', + project_id: 'str', + parent_id: 'str | None', + inputs: 'dict', + id: 'str | None' = None, + output: 'Any' = None, + exception: 'str | None' = None, + summary: 'dict | None' = None, + _display_name: 'str | Callable[[Call], str] | None' = None, + attributes: 'dict | None' = None, + started_at: 'datetime | None' = None, + ended_at: 'datetime | None' = None, + deleted_at: 'datetime | None' = None, + _children: 'list[Call]' = <factory>, + _feedback: 'RefFeedbackQuery | None' = None ) β†’ None ``` @@ -456,6 +457,14 @@ __init__( +--- + +#### property display_name + + + + + --- #### property feedback @@ -480,6 +489,14 @@ This is different from `op_name` which is usually the ref of the op. +--- + +#### property ref + + + + + --- #### property ui_url @@ -492,7 +509,7 @@ This is different from `op_name` which is usually the ref of the op. --- - + ### method `children` @@ -506,7 +523,7 @@ children() β†’ CallsIter --- - + ### method `delete` @@ -518,7 +535,7 @@ Delete the call. --- - + ### method `remove_display_name` @@ -532,12 +549,12 @@ remove_display_name() β†’ None --- - + ### method `set_display_name` ```python -set_display_name(name: Optional[str]) β†’ None +set_display_name(name: 'str | None') β†’ None ``` Set the display name for the call. @@ -561,30 +578,12 @@ call.set_display_name("My Custom Display Name") --- - - -## class `CallsIter` - - - - - - -### method `__init__` +### function `PaginatedIterator` ```python -__init__( - server: TraceServerInterface, - project_id: str, - filter: CallsFilter, - include_costs: bool = False -) β†’ None +PaginatedIterator(*args, **kwargs) ``` - - - - diff --git a/docs/docs/reference/python-sdk/weave/trace_server/interface/weave.trace_server.interface.query.md b/docs/docs/reference/python-sdk/weave/trace_server/interface/weave.trace_server.interface.query.md index 260b55b0d9ba..3ceb22344900 100644 --- a/docs/docs/reference/python-sdk/weave/trace_server/interface/weave.trace_server.interface.query.md +++ b/docs/docs/reference/python-sdk/weave/trace_server/interface/weave.trace_server.interface.query.md @@ -69,7 +69,7 @@ simplifications: **Pydantic Fields:** -- `$and`: `typing.List[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$and`: `list['Operand']` --- @@ -142,7 +142,7 @@ simplifications: **Pydantic Fields:** -- `$eq`: `typing.Tuple[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation], typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$eq`: `tuple['Operand', 'Operand']` --- @@ -170,7 +170,7 @@ simplifications: **Pydantic Fields:** -- `$gt`: `typing.Tuple[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation], typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$gt`: `tuple['Operand', 'Operand']` --- @@ -184,7 +184,7 @@ simplifications: **Pydantic Fields:** -- `$gte`: `typing.Tuple[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation], typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$gte`: `tuple['Operand', 'Operand']` --- @@ -198,7 +198,7 @@ simplifications: **Pydantic Fields:** -- `$in`: `typing.Tuple[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation], list['Operand']]` +- `$in`: `tuple['Operand', list['Operand']]` --- @@ -226,7 +226,7 @@ simplifications: **Pydantic Fields:** -- `$not`: `typing.Tuple[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$not`: `tuple['Operand']` --- @@ -240,11 +240,11 @@ simplifications: **Pydantic Fields:** -- `$or`: `typing.List[typing.Union[LiteralOperation, GetFieldOperator, ConvertOperation, AndOperation, OrOperation, NotOperation, EqOperation, GtOperation, GteOperation, InOperation, ContainsOperation]]` +- `$or`: `list['Operand']` --- - + ## class `Query` diff --git a/docs/docs/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface.md b/docs/docs/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface.md index 7175da620695..9bb62beaa82e 100644 --- a/docs/docs/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface.md +++ b/docs/docs/reference/python-sdk/weave/trace_server/weave.trace_server.trace_server_interface.md @@ -16,6 +16,8 @@ sidebar_label: trace_server_interface ## Classes +- [`trace_server_interface.ActionsExecuteBatchReq`](#class-actionsexecutebatchreq) +- [`trace_server_interface.ActionsExecuteBatchRes`](#class-actionsexecutebatchres) - [`trace_server_interface.CallEndReq`](#class-callendreq) - [`trace_server_interface.CallEndRes`](#class-callendres) - [`trace_server_interface.CallReadReq`](#class-callreadreq) @@ -32,6 +34,9 @@ sidebar_label: trace_server_interface - [`trace_server_interface.CallsQueryRes`](#class-callsqueryres) - [`trace_server_interface.CallsQueryStatsReq`](#class-callsquerystatsreq) - [`trace_server_interface.CallsQueryStatsRes`](#class-callsquerystatsres) +- [`trace_server_interface.CompletionsCreateReq`](#class-completionscreatereq) +- [`trace_server_interface.CompletionsCreateRequestInputs`](#class-completionscreaterequestinputs) +- [`trace_server_interface.CompletionsCreateRes`](#class-completionscreateres) - [`trace_server_interface.CostCreateInput`](#class-costcreateinput) - [`trace_server_interface.CostCreateReq`](#class-costcreatereq) - [`trace_server_interface.CostCreateRes`](#class-costcreateres) @@ -47,12 +52,12 @@ sidebar_label: trace_server_interface - [`trace_server_interface.FeedbackCreateReq`](#class-feedbackcreatereq) - [`trace_server_interface.FeedbackCreateRes`](#class-feedbackcreateres) - [`trace_server_interface.FeedbackDict`](#class-feedbackdict) -- [`trace_server_interface.FeedbackPayloadNoteReq`](#class-feedbackpayloadnotereq) -- [`trace_server_interface.FeedbackPayloadReactionReq`](#class-feedbackpayloadreactionreq) - [`trace_server_interface.FeedbackPurgeReq`](#class-feedbackpurgereq) - [`trace_server_interface.FeedbackPurgeRes`](#class-feedbackpurgeres) - [`trace_server_interface.FeedbackQueryReq`](#class-feedbackqueryreq) - [`trace_server_interface.FeedbackQueryRes`](#class-feedbackqueryres) +- [`trace_server_interface.FeedbackReplaceReq`](#class-feedbackreplacereq) +- [`trace_server_interface.FeedbackReplaceRes`](#class-feedbackreplaceres) - [`trace_server_interface.FileContentReadReq`](#class-filecontentreadreq) - [`trace_server_interface.FileContentReadRes`](#class-filecontentreadres) - [`trace_server_interface.FileCreateReq`](#class-filecreatereq) @@ -108,7 +113,35 @@ sidebar_label: trace_server_interface --- - + + +## class `ActionsExecuteBatchReq` + + + + + +**Pydantic Fields:** + +- `project_id`: `` +- `action_ref`: `` +- `call_ids`: `list[str]` +- `wb_user_id`: `typing.Optional[str]` + +--- + + + +## class `ActionsExecuteBatchRes` + + + + + + +--- + + ## class `CallEndReq` @@ -122,7 +155,7 @@ sidebar_label: trace_server_interface --- - + ## class `CallEndRes` @@ -133,7 +166,7 @@ sidebar_label: trace_server_interface --- - + ## class `CallReadReq` @@ -149,7 +182,7 @@ sidebar_label: trace_server_interface --- - + ## class `CallReadRes` @@ -163,7 +196,7 @@ sidebar_label: trace_server_interface --- - + ## class `CallSchema` @@ -180,8 +213,8 @@ sidebar_label: trace_server_interface - `trace_id`: `` - `parent_id`: `typing.Optional[str]` - `started_at`: `` -- `attributes`: `typing.Dict[str, typing.Any]` -- `inputs`: `typing.Dict[str, typing.Any]` +- `attributes`: `dict[str, typing.Any]` +- `inputs`: `dict[str, typing.Any]` - `ended_at`: `typing.Optional[datetime.datetime]` - `exception`: `typing.Optional[str]` - `output`: `typing.Optional[typing.Any]` @@ -191,12 +224,12 @@ sidebar_label: trace_server_interface - `deleted_at`: `typing.Optional[datetime.datetime]` --- - + ### method `serialize_typed_dicts` ```python -serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] +serialize_typed_dicts(v: dict[str, Any]) β†’ dict[str, Any] ``` @@ -206,7 +239,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallStartReq` @@ -220,7 +253,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallStartRes` @@ -235,7 +268,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallUpdateReq` @@ -252,7 +285,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallUpdateRes` @@ -263,7 +296,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallsDeleteReq` @@ -274,12 +307,12 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** - `project_id`: `` -- `call_ids`: `typing.List[str]` +- `call_ids`: `list[str]` - `wb_user_id`: `typing.Optional[str]` --- - + ## class `CallsDeleteRes` @@ -290,7 +323,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallsFilter` @@ -300,19 +333,19 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `op_names`: `typing.Optional[typing.List[str]]` -- `input_refs`: `typing.Optional[typing.List[str]]` -- `output_refs`: `typing.Optional[typing.List[str]]` -- `parent_ids`: `typing.Optional[typing.List[str]]` -- `trace_ids`: `typing.Optional[typing.List[str]]` -- `call_ids`: `typing.Optional[typing.List[str]]` +- `op_names`: `typing.Optional[list[str]]` +- `input_refs`: `typing.Optional[list[str]]` +- `output_refs`: `typing.Optional[list[str]]` +- `parent_ids`: `typing.Optional[list[str]]` +- `trace_ids`: `typing.Optional[list[str]]` +- `call_ids`: `typing.Optional[list[str]]` - `trace_roots_only`: `typing.Optional[bool]` -- `wb_user_ids`: `typing.Optional[typing.List[str]]` -- `wb_run_ids`: `typing.Optional[typing.List[str]]` +- `wb_user_ids`: `typing.Optional[list[str]]` +- `wb_run_ids`: `typing.Optional[list[str]]` --- - + ## class `CallsQueryReq` @@ -326,16 +359,16 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `filter`: `typing.Optional[CallsFilter]` - `limit`: `typing.Optional[int]` - `offset`: `typing.Optional[int]` -- `sort_by`: `typing.Optional[typing.List[SortBy]]` +- `sort_by`: `typing.Optional[list[SortBy]]` - `query`: `typing.Optional[weave.trace_server.interface.query.Query]` - `include_costs`: `typing.Optional[bool]` - `include_feedback`: `typing.Optional[bool]` -- `columns`: `typing.Optional[typing.List[str]]` -- `expand_columns`: `typing.Optional[typing.List[str]]` +- `columns`: `typing.Optional[list[str]]` +- `expand_columns`: `typing.Optional[list[str]]` --- - + ## class `CallsQueryRes` @@ -345,11 +378,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `calls`: `typing.List[CallSchema]` +- `calls`: `list[CallSchema]` --- - + ## class `CallsQueryStatsReq` @@ -365,7 +398,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CallsQueryStatsRes` @@ -379,7 +412,77 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + + +## class `CompletionsCreateReq` + + + + + +**Pydantic Fields:** + +- `project_id`: `` +- `inputs`: `` +- `wb_user_id`: `typing.Optional[str]` +- `track_llm_call`: `typing.Optional[bool]` + +--- + + + +## class `CompletionsCreateRequestInputs` + + + + + +**Pydantic Fields:** + +- `model`: `` +- `messages`: `` +- `timeout`: `typing.Union[float, str, NoneType]` +- `temperature`: `typing.Optional[float]` +- `top_p`: `typing.Optional[float]` +- `n`: `typing.Optional[int]` +- `stop`: `typing.Union[str, list, NoneType]` +- `max_completion_tokens`: `typing.Optional[int]` +- `max_tokens`: `typing.Optional[int]` +- `modalities`: `typing.Optional[list]` +- `presence_penalty`: `typing.Optional[float]` +- `frequency_penalty`: `typing.Optional[float]` +- `logit_bias`: `typing.Optional[dict]` +- `user`: `typing.Optional[str]` +- `response_format`: `typing.Union[dict, type[pydantic.main.BaseModel], NoneType]` +- `seed`: `typing.Optional[int]` +- `tools`: `typing.Optional[list]` +- `tool_choice`: `typing.Union[str, dict, NoneType]` +- `logprobs`: `typing.Optional[bool]` +- `top_logprobs`: `typing.Optional[int]` +- `parallel_tool_calls`: `typing.Optional[bool]` +- `extra_headers`: `typing.Optional[dict]` +- `functions`: `typing.Optional[list]` +- `function_call`: `typing.Optional[str]` +- `api_version`: `typing.Optional[str]` + +--- + + + +## class `CompletionsCreateRes` + + + + + +**Pydantic Fields:** + +- `response`: `dict[str, typing.Any]` +- `weave_call_id`: `typing.Optional[str]` + +--- + + ## class `CostCreateInput` @@ -398,7 +501,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CostCreateReq` @@ -409,12 +512,12 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** - `project_id`: `` -- `costs`: `typing.Dict[str, CostCreateInput]` +- `costs`: `dict[str, CostCreateInput]` - `wb_user_id`: `typing.Optional[str]` --- - + ## class `CostCreateRes` @@ -428,7 +531,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CostPurgeReq` @@ -443,7 +546,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CostPurgeRes` @@ -454,7 +557,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CostQueryOutput` @@ -475,7 +578,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `CostQueryReq` @@ -488,13 +591,13 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `project_id`: `` - `fields`: `typing.Optional[list[str]]` - `query`: `typing.Optional[weave.trace_server.interface.query.Query]` -- `sort_by`: `typing.Optional[typing.List[SortBy]]` +- `sort_by`: `typing.Optional[list[SortBy]]` - `limit`: `typing.Optional[int]` - `offset`: `typing.Optional[int]` --- - + ## class `CostQueryRes` @@ -508,7 +611,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `EndedCallSchemaForInsert` @@ -526,12 +629,12 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `summary`: `` --- - + ### method `serialize_typed_dicts` ```python -serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] +serialize_typed_dicts(v: dict[str, Any]) β†’ dict[str, Any] ``` @@ -541,7 +644,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `EnsureProjectExistsRes` @@ -555,7 +658,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ExtraKeysTypedDict` @@ -568,7 +671,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `Feedback` @@ -582,14 +685,18 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `weave_ref`: `` - `creator`: `typing.Optional[str]` - `feedback_type`: `` -- `payload`: `typing.Dict[str, typing.Any]` +- `payload`: `dict[str, typing.Any]` +- `annotation_ref`: `typing.Optional[str]` +- `runnable_ref`: `typing.Optional[str]` +- `call_ref`: `typing.Optional[str]` +- `trigger_ref`: `typing.Optional[str]` - `wb_user_id`: `typing.Optional[str]` - `id`: `` - `created_at`: `` --- - + ## class `FeedbackCreateReq` @@ -603,12 +710,16 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `weave_ref`: `` - `creator`: `typing.Optional[str]` - `feedback_type`: `` -- `payload`: `typing.Dict[str, typing.Any]` +- `payload`: `dict[str, typing.Any]` +- `annotation_ref`: `typing.Optional[str]` +- `runnable_ref`: `typing.Optional[str]` +- `call_ref`: `typing.Optional[str]` +- `trigger_ref`: `typing.Optional[str]` - `wb_user_id`: `typing.Optional[str]` --- - + ## class `FeedbackCreateRes` @@ -621,11 +732,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `id`: `` - `created_at`: `` - `wb_user_id`: `` -- `payload`: `typing.Dict[str, typing.Any]` +- `payload`: `dict[str, typing.Any]` --- - + ## class `FeedbackDict` @@ -638,9 +749,9 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + -## class `FeedbackPayloadNoteReq` +## class `FeedbackPurgeReq` @@ -648,27 +759,25 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `note`: `` +- `project_id`: `` +- `query`: `` --- - + -## class `FeedbackPayloadReactionReq` +## class `FeedbackPurgeRes` -**Pydantic Fields:** - -- `emoji`: `` --- - + -## class `FeedbackPurgeReq` +## class `FeedbackQueryReq` @@ -677,24 +786,31 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** - `project_id`: `` -- `query`: `` +- `fields`: `typing.Optional[list[str]]` +- `query`: `typing.Optional[weave.trace_server.interface.query.Query]` +- `sort_by`: `typing.Optional[list[SortBy]]` +- `limit`: `typing.Optional[int]` +- `offset`: `typing.Optional[int]` --- - + -## class `FeedbackPurgeRes` +## class `FeedbackQueryRes` +**Pydantic Fields:** + +- `result`: `list[dict[str, typing.Any]]` --- - + -## class `FeedbackQueryReq` +## class `FeedbackReplaceReq` @@ -703,17 +819,22 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** - `project_id`: `` -- `fields`: `typing.Optional[list[str]]` -- `query`: `typing.Optional[weave.trace_server.interface.query.Query]` -- `sort_by`: `typing.Optional[typing.List[SortBy]]` -- `limit`: `typing.Optional[int]` -- `offset`: `typing.Optional[int]` +- `weave_ref`: `` +- `creator`: `typing.Optional[str]` +- `feedback_type`: `` +- `payload`: `dict[str, typing.Any]` +- `annotation_ref`: `typing.Optional[str]` +- `runnable_ref`: `typing.Optional[str]` +- `call_ref`: `typing.Optional[str]` +- `trigger_ref`: `typing.Optional[str]` +- `wb_user_id`: `typing.Optional[str]` +- `feedback_id`: `` --- - + -## class `FeedbackQueryRes` +## class `FeedbackReplaceRes` @@ -721,11 +842,14 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `result`: `list[dict[str, typing.Any]]` +- `id`: `` +- `created_at`: `` +- `wb_user_id`: `` +- `payload`: `dict[str, typing.Any]` --- - + ## class `FileContentReadReq` @@ -740,7 +864,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `FileContentReadRes` @@ -754,7 +878,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `FileCreateReq` @@ -770,7 +894,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `FileCreateRes` @@ -784,7 +908,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `LLMCostSchema` @@ -797,7 +921,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `LLMUsageSchema` @@ -810,7 +934,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjCreateReq` @@ -824,7 +948,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjCreateRes` @@ -838,7 +962,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjQueryReq` @@ -852,12 +976,12 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `filter`: `typing.Optional[ObjectVersionFilter]` - `limit`: `typing.Optional[int]` - `offset`: `typing.Optional[int]` -- `sort_by`: `typing.Optional[typing.List[SortBy]]` +- `sort_by`: `typing.Optional[list[SortBy]]` - `metadata_only`: `typing.Optional[bool]` --- - + ## class `ObjQueryRes` @@ -867,11 +991,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `objs`: `typing.List[ObjSchema]` +- `objs`: `list[ObjSchema]` --- - + ## class `ObjReadReq` @@ -887,7 +1011,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjReadRes` @@ -901,7 +1025,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjSchema` @@ -924,7 +1048,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `ObjSchemaForInsert` @@ -937,10 +1061,26 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `project_id`: `` - `object_id`: `` - `val`: `typing.Any` +- `builtin_object_class`: `typing.Optional[str]` +- `set_base_object_class`: `typing.Optional[str]` +--- + + + +### method `model_post_init` + +```python +model_post_init(_ObjSchemaForInsert__context: Any) β†’ None +``` + + + + + --- - + ## class `ObjectVersionFilter` @@ -950,14 +1090,14 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `base_object_classes`: `typing.Optional[typing.List[str]]` -- `object_ids`: `typing.Optional[typing.List[str]]` +- `base_object_classes`: `typing.Optional[list[str]]` +- `object_ids`: `typing.Optional[list[str]]` - `is_op`: `typing.Optional[bool]` - `latest_only`: `typing.Optional[bool]` --- - + ## class `OpCreateReq` @@ -971,7 +1111,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `OpCreateRes` @@ -985,7 +1125,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `OpQueryReq` @@ -1000,7 +1140,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `OpQueryRes` @@ -1010,11 +1150,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `op_objs`: `typing.List[ObjSchema]` +- `op_objs`: `list[ObjSchema]` --- - + ## class `OpReadReq` @@ -1030,7 +1170,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `OpReadRes` @@ -1044,7 +1184,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `OpVersionFilter` @@ -1054,12 +1194,12 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `op_names`: `typing.Optional[typing.List[str]]` +- `op_names`: `typing.Optional[list[str]]` - `latest_only`: `typing.Optional[bool]` --- - + ## class `RefsReadBatchReq` @@ -1069,11 +1209,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `refs`: `typing.List[str]` +- `refs`: `list[str]` --- - + ## class `RefsReadBatchRes` @@ -1083,11 +1223,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `vals`: `typing.List[typing.Any]` +- `vals`: `list[typing.Any]` --- - + ## class `SortBy` @@ -1102,7 +1242,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `StartedCallSchemaForInsert` @@ -1119,14 +1259,14 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `trace_id`: `typing.Optional[str]` - `parent_id`: `typing.Optional[str]` - `started_at`: `` -- `attributes`: `typing.Dict[str, typing.Any]` -- `inputs`: `typing.Dict[str, typing.Any]` +- `attributes`: `dict[str, typing.Any]` +- `inputs`: `dict[str, typing.Any]` - `wb_user_id`: `typing.Optional[str]` - `wb_run_id`: `typing.Optional[str]` --- - + ## class `SummaryInsertMap` @@ -1139,7 +1279,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `SummaryMap` @@ -1152,7 +1292,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableAppendSpec` @@ -1166,7 +1306,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableAppendSpecPayload` @@ -1180,7 +1320,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableCreateReq` @@ -1194,7 +1334,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableCreateRes` @@ -1209,7 +1349,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableInsertSpec` @@ -1223,7 +1363,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableInsertSpecPayload` @@ -1238,7 +1378,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TablePopSpec` @@ -1252,7 +1392,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TablePopSpecPayload` @@ -1266,7 +1406,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableQueryReq` @@ -1281,11 +1421,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] - `filter`: `typing.Optional[TableRowFilter]` - `limit`: `typing.Optional[int]` - `offset`: `typing.Optional[int]` -- `sort_by`: `typing.Optional[typing.List[SortBy]]` +- `sort_by`: `typing.Optional[list[SortBy]]` --- - + ## class `TableQueryRes` @@ -1295,11 +1435,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `rows`: `typing.List[TableRowSchema]` +- `rows`: `list[TableRowSchema]` --- - + ## class `TableQueryStatsReq` @@ -1314,7 +1454,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableQueryStatsRes` @@ -1328,7 +1468,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableRowFilter` @@ -1338,11 +1478,11 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] **Pydantic Fields:** -- `row_digests`: `typing.Optional[typing.List[str]]` +- `row_digests`: `typing.Optional[list[str]]` --- - + ## class `TableRowSchema` @@ -1357,7 +1497,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableSchemaForInsert` @@ -1372,7 +1512,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableUpdateReq` @@ -1388,7 +1528,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TableUpdateRes` @@ -1403,7 +1543,7 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + ## class `TraceServerInterface` @@ -1415,7 +1555,21 @@ serialize_typed_dicts(v: Dict[str, Any]) β†’ Dict[str, Any] --- - + + +### method `actions_execute_batch` + +```python +actions_execute_batch(req: ActionsExecuteBatchReq) β†’ ActionsExecuteBatchRes +``` + + + + + +--- + + ### method `call_end` @@ -1429,7 +1583,7 @@ call_end(req: CallEndReq) β†’ CallEndRes --- - + ### method `call_read` @@ -1443,7 +1597,7 @@ call_read(req: CallReadReq) β†’ CallReadRes --- - + ### method `call_start` @@ -1457,7 +1611,7 @@ call_start(req: CallStartReq) β†’ CallStartRes --- - + ### method `call_update` @@ -1471,7 +1625,7 @@ call_update(req: CallUpdateReq) β†’ CallUpdateRes --- - + ### method `calls_delete` @@ -1485,7 +1639,7 @@ calls_delete(req: CallsDeleteReq) β†’ CallsDeleteRes --- - + ### method `calls_query` @@ -1499,7 +1653,7 @@ calls_query(req: CallsQueryReq) β†’ CallsQueryRes --- - + ### method `calls_query_stats` @@ -1513,7 +1667,7 @@ calls_query_stats(req: CallsQueryStatsReq) β†’ CallsQueryStatsRes --- - + ### method `calls_query_stream` @@ -1527,7 +1681,21 @@ calls_query_stream(req: CallsQueryReq) β†’ Iterator[CallSchema] --- - + + +### method `completions_create` + +```python +completions_create(req: CompletionsCreateReq) β†’ CompletionsCreateRes +``` + + + + + +--- + + ### method `cost_create` @@ -1541,7 +1709,7 @@ cost_create(req: CostCreateReq) β†’ CostCreateRes --- - + ### method `cost_purge` @@ -1555,7 +1723,7 @@ cost_purge(req: CostPurgeReq) β†’ CostPurgeRes --- - + ### method `cost_query` @@ -1569,7 +1737,7 @@ cost_query(req: CostQueryReq) β†’ CostQueryRes --- - + ### method `ensure_project_exists` @@ -1583,7 +1751,7 @@ ensure_project_exists(entity: str, project: str) β†’ EnsureProjectExistsRes --- - + ### method `feedback_create` @@ -1597,7 +1765,7 @@ feedback_create(req: FeedbackCreateReq) β†’ FeedbackCreateRes --- - + ### method `feedback_purge` @@ -1611,7 +1779,7 @@ feedback_purge(req: FeedbackPurgeReq) β†’ FeedbackPurgeRes --- - + ### method `feedback_query` @@ -1625,7 +1793,21 @@ feedback_query(req: FeedbackQueryReq) β†’ FeedbackQueryRes --- - + + +### method `feedback_replace` + +```python +feedback_replace(req: FeedbackReplaceReq) β†’ FeedbackReplaceRes +``` + + + + + +--- + + ### method `file_content_read` @@ -1639,7 +1821,7 @@ file_content_read(req: FileContentReadReq) β†’ FileContentReadRes --- - + ### method `file_create` @@ -1653,7 +1835,7 @@ file_create(req: FileCreateReq) β†’ FileCreateRes --- - + ### method `obj_create` @@ -1667,7 +1849,7 @@ obj_create(req: ObjCreateReq) β†’ ObjCreateRes --- - + ### method `obj_read` @@ -1681,7 +1863,7 @@ obj_read(req: ObjReadReq) β†’ ObjReadRes --- - + ### method `objs_query` @@ -1695,7 +1877,7 @@ objs_query(req: ObjQueryReq) β†’ ObjQueryRes --- - + ### method `op_create` @@ -1709,7 +1891,7 @@ op_create(req: OpCreateReq) β†’ OpCreateRes --- - + ### method `op_read` @@ -1723,7 +1905,7 @@ op_read(req: OpReadReq) β†’ OpReadRes --- - + ### method `ops_query` @@ -1737,7 +1919,7 @@ ops_query(req: OpQueryReq) β†’ OpQueryRes --- - + ### method `refs_read_batch` @@ -1751,7 +1933,7 @@ refs_read_batch(req: RefsReadBatchReq) β†’ RefsReadBatchRes --- - + ### method `table_create` @@ -1765,7 +1947,7 @@ table_create(req: TableCreateReq) β†’ TableCreateRes --- - + ### method `table_query` @@ -1779,7 +1961,7 @@ table_query(req: TableQueryReq) β†’ TableQueryRes --- - + ### method `table_query_stats` @@ -1793,7 +1975,21 @@ table_query_stats(req: TableQueryStatsReq) β†’ TableQueryStatsRes --- - + + +### method `table_query_stream` + +```python +table_query_stream(req: TableQueryReq) β†’ Iterator[TableRowSchema] +``` + + + + + +--- + + ### method `table_update` @@ -1808,7 +2004,7 @@ table_update(req: TableUpdateReq) β†’ TableUpdateRes --- - + ## class `TraceStatus` An enumeration. @@ -1819,7 +2015,7 @@ An enumeration. --- - + ## class `WeaveSummarySchema` diff --git a/docs/docs/reference/python-sdk/weave/trace_server_bindings/weave.trace_server_bindings.remote_http_trace_server.md b/docs/docs/reference/python-sdk/weave/trace_server_bindings/weave.trace_server_bindings.remote_http_trace_server.md index 1484efbb7819..7a6a40f7beec 100644 --- a/docs/docs/reference/python-sdk/weave/trace_server_bindings/weave.trace_server_bindings.remote_http_trace_server.md +++ b/docs/docs/reference/python-sdk/weave/trace_server_bindings/weave.trace_server_bindings.remote_http_trace_server.md @@ -28,14 +28,14 @@ sidebar_label: remote_http_trace_server --- - + ## class `RemoteHTTPTraceServer` - + ### method `__init__` @@ -56,7 +56,23 @@ __init__( --- - + + +### method `actions_execute_batch` + +```python +actions_execute_batch( + req: Union[ActionsExecuteBatchReq, dict[str, Any]] +) β†’ ActionsExecuteBatchRes +``` + + + + + +--- + + ### method `call_end` @@ -70,7 +86,7 @@ call_end(req: Union[CallEndReq, dict[str, Any]]) β†’ CallEndRes --- - + ### method `call_read` @@ -84,7 +100,7 @@ call_read(req: Union[CallReadReq, dict[str, Any]]) β†’ CallReadRes --- - + ### method `call_start` @@ -98,7 +114,7 @@ call_start(req: Union[CallStartReq, dict[str, Any]]) β†’ CallStartRes --- - + ### method `call_update` @@ -112,7 +128,7 @@ call_update(req: Union[CallUpdateReq, dict[str, Any]]) β†’ CallUpdateRes --- - + ### method `calls_delete` @@ -126,7 +142,7 @@ calls_delete(req: Union[CallsDeleteReq, dict[str, Any]]) β†’ CallsDeleteRes --- - + ### method `calls_query` @@ -140,7 +156,7 @@ calls_query(req: Union[CallsQueryReq, dict[str, Any]]) β†’ CallsQueryRes --- - + ### method `calls_query_stats` @@ -156,7 +172,7 @@ calls_query_stats( --- - + ### method `calls_query_stream` @@ -170,7 +186,21 @@ calls_query_stream(req: CallsQueryReq) β†’ Iterator[CallSchema] --- - + + +### method `completions_create` + +```python +completions_create(req: CompletionsCreateReq) β†’ CompletionsCreateRes +``` + + + + + +--- + + ### method `cost_create` @@ -184,7 +214,7 @@ cost_create(req: Union[CostCreateReq, dict[str, Any]]) β†’ CostCreateRes --- - + ### method `cost_purge` @@ -198,7 +228,7 @@ cost_purge(req: Union[CostPurgeReq, dict[str, Any]]) β†’ CostPurgeRes --- - + ### method `cost_query` @@ -212,7 +242,7 @@ cost_query(req: Union[CostQueryReq, dict[str, Any]]) β†’ CostQueryRes --- - + ### method `ensure_project_exists` @@ -226,7 +256,7 @@ ensure_project_exists(entity: str, project: str) β†’ EnsureProjectExistsRes --- - + ### method `feedback_create` @@ -242,7 +272,7 @@ feedback_create( --- - + ### method `feedback_purge` @@ -256,7 +286,7 @@ feedback_purge(req: Union[FeedbackPurgeReq, dict[str, Any]]) β†’ FeedbackPurgeRe --- - + ### method `feedback_query` @@ -270,7 +300,23 @@ feedback_query(req: Union[FeedbackQueryReq, dict[str, Any]]) β†’ FeedbackQueryRe --- - + + +### method `feedback_replace` + +```python +feedback_replace( + req: Union[FeedbackReplaceReq, dict[str, Any]] +) β†’ FeedbackReplaceRes +``` + + + + + +--- + + ### method `file_content_read` @@ -284,7 +330,7 @@ file_content_read(req: FileContentReadReq) β†’ FileContentReadRes --- - + ### method `file_create` @@ -298,7 +344,7 @@ file_create(req: FileCreateReq) β†’ FileCreateRes --- - + ### classmethod `from_env` @@ -312,7 +358,7 @@ from_env(should_batch: bool = False) β†’ RemoteHTTPTraceServer --- - + ### method `obj_create` @@ -326,7 +372,7 @@ obj_create(req: Union[ObjCreateReq, dict[str, Any]]) β†’ ObjCreateRes --- - + ### method `obj_read` @@ -340,7 +386,7 @@ obj_read(req: Union[ObjReadReq, dict[str, Any]]) β†’ ObjReadRes --- - + ### method `objs_query` @@ -354,7 +400,7 @@ objs_query(req: Union[ObjQueryReq, dict[str, Any]]) β†’ ObjQueryRes --- - + ### method `op_create` @@ -368,7 +414,7 @@ op_create(req: Union[OpCreateReq, dict[str, Any]]) β†’ OpCreateRes --- - + ### method `op_read` @@ -382,7 +428,7 @@ op_read(req: Union[OpReadReq, dict[str, Any]]) β†’ OpReadRes --- - + ### method `ops_query` @@ -396,7 +442,7 @@ ops_query(req: Union[OpQueryReq, dict[str, Any]]) β†’ OpQueryRes --- - + ### method `refs_read_batch` @@ -410,7 +456,7 @@ refs_read_batch(req: Union[RefsReadBatchReq, dict[str, Any]]) β†’ RefsReadBatchR --- - + ### method `server_info` @@ -424,12 +470,12 @@ server_info() β†’ ServerInfoRes --- - + ### method `set_auth` ```python -set_auth(auth: Tuple[str, str]) β†’ None +set_auth(auth: tuple[str, str]) β†’ None ``` @@ -438,7 +484,7 @@ set_auth(auth: Tuple[str, str]) β†’ None --- - + ### method `table_create` @@ -450,7 +496,7 @@ Similar to `calls/batch_upsert`, we can dynamically adjust the payload size due --- - + ### method `table_query` @@ -464,7 +510,7 @@ table_query(req: Union[TableQueryReq, dict[str, Any]]) β†’ TableQueryRes --- - + ### method `table_query_stats` @@ -480,7 +526,21 @@ table_query_stats( --- - + + +### method `table_query_stream` + +```python +table_query_stream(req: TableQueryReq) β†’ Iterator[TableRowSchema] +``` + + + + + +--- + + ### method `table_update` @@ -493,7 +553,7 @@ Similar to `calls/batch_upsert`, we can dynamically adjust the payload size due --- - + ## class `ServerInfoRes` @@ -507,7 +567,7 @@ Similar to `calls/batch_upsert`, we can dynamically adjust the payload size due --- - + ## class `StartBatchItem` @@ -522,7 +582,7 @@ Similar to `calls/batch_upsert`, we can dynamically adjust the payload size due --- - + ## class `EndBatchItem` @@ -537,7 +597,7 @@ Similar to `calls/batch_upsert`, we can dynamically adjust the payload size due --- - + ## class `Batch` diff --git a/docs/docs/reference/service-api/call-end-call-end-post.api.mdx b/docs/docs/reference/service-api/call-end-call-end-post.api.mdx index e8c428523c9d..5bb068d26a98 100644 --- a/docs/docs/reference/service-api/call-end-call-end-post.api.mdx +++ b/docs/docs/reference/service-api/call-end-call-end-post.api.mdx @@ -5,7 +5,7 @@ description: "Call End" sidebar_label: "Call End" hide_title: true hide_table_of_contents: true -api: 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 +api: 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sidebar_class_name: "post api-method" info_path: reference/service-api/fastapi custom_edit_url: null diff --git a/docs/docs/reference/service-api/call-start-batch-call-upsert-batch-post.api.mdx b/docs/docs/reference/service-api/call-start-batch-call-upsert-batch-post.api.mdx index 1aadb4e0ba14..b22f67be5408 100644 --- a/docs/docs/reference/service-api/call-start-batch-call-upsert-batch-post.api.mdx +++ b/docs/docs/reference/service-api/call-start-batch-call-upsert-batch-post.api.mdx @@ -5,7 +5,7 @@ description: "Call Start Batch" sidebar_label: "Call Start Batch" hide_title: true hide_table_of_contents: true -api: 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sidebar_class_name: "post api-method" info_path: reference/service-api/fastapi custom_edit_url: null diff --git a/docs/docs/reference/service-api/call-start-call-start-post.api.mdx b/docs/docs/reference/service-api/call-start-call-start-post.api.mdx index 2097de9254cd..1fd615f6b108 100644 --- a/docs/docs/reference/service-api/call-start-call-start-post.api.mdx +++ b/docs/docs/reference/service-api/call-start-call-start-post.api.mdx @@ -5,7 +5,7 @@ description: "Call Start" sidebar_label: "Call Start" hide_title: true hide_table_of_contents: true -api: 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sidebar_class_name: "post api-method" info_path: reference/service-api/fastapi custom_edit_url: null diff --git a/docs/docs/reference/service-api/cost-query-cost-query-post.api.mdx b/docs/docs/reference/service-api/cost-query-cost-query-post.api.mdx index 8a5c8ce1abd2..e4a828382ced 100644 --- a/docs/docs/reference/service-api/cost-query-cost-query-post.api.mdx +++ b/docs/docs/reference/service-api/cost-query-cost-query-post.api.mdx @@ -827,7 +827,7 @@ Cost Query value={"Example (from schema)"} > diff --git a/docs/docs/reference/service-api/feedback-create-feedback-create-post.api.mdx b/docs/docs/reference/service-api/feedback-create-feedback-create-post.api.mdx index 54bfd040d239..f5e0f23ea824 100644 --- a/docs/docs/reference/service-api/feedback-create-feedback-create-post.api.mdx +++ b/docs/docs/reference/service-api/feedback-create-feedback-create-post.api.mdx @@ -5,7 +5,7 @@ description: "Add feedback to a call or object." sidebar_label: "Feedback Create" hide_title: true hide_table_of_contents: true -api: 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sidebar_class_name: "post api-method" info_path: reference/service-api/fastapi custom_edit_url: null @@ -165,6 +165,186 @@ Add feedback to a call or object. schema={{"type":"object","title":"Payload","examples":[{"key":"value"}]}} > + +
+ + + annotation_ref + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
+
+
+ + + runnable_ref + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
+
+
+ + + call_ref + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
+
+
+ + + trigger_ref + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
diff --git a/docs/docs/reference/service-api/feedback-replace-feedback-replace-post.api.mdx b/docs/docs/reference/service-api/feedback-replace-feedback-replace-post.api.mdx new file mode 100644 index 000000000000..052c2f3fdddc --- /dev/null +++ b/docs/docs/reference/service-api/feedback-replace-feedback-replace-post.api.mdx @@ -0,0 +1,732 @@ +--- +id: feedback-replace-feedback-replace-post +title: "Feedback Replace" +description: "Feedback Replace" +sidebar_label: "Feedback Replace" +hide_title: true +hide_table_of_contents: true +api: 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 +sidebar_class_name: "post api-method" +info_path: reference/service-api/fastapi +custom_edit_url: null +--- + +import ApiTabs from "@theme/ApiTabs"; +import DiscriminatorTabs from "@theme/DiscriminatorTabs"; +import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint"; +import SecuritySchemes from "@theme/ApiExplorer/SecuritySchemes"; +import MimeTabs from "@theme/MimeTabs"; +import ParamsItem from "@theme/ParamsItem"; +import ResponseSamples from "@theme/ResponseSamples"; +import SchemaItem from "@theme/SchemaItem"; +import SchemaTabs from "@theme/SchemaTabs"; +import Markdown from "@theme/Markdown"; +import Heading from "@theme/Heading"; +import OperationTabs from "@theme/OperationTabs"; +import TabItem from "@theme/TabItem"; + + + + + + + + + + +Feedback Replace + + + + + + +
+ +

+ Body +

+ required + +
+ +
    + + + + + +
    + + + creator + + object + +
    + +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    + + + + +
    + + + annotation_ref + + object + +
    + +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    +
    + + + runnable_ref + + object + +
    + +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    +
    + + + call_ref + + object + +
    + +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    +
    + + + trigger_ref + + object + +
    + +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    +
    + + + wb_user_id + + object + +
    +
    + + + Do not set directly. Server will automatically populate this field. + + +
    +
    + + anyOf + + +
    + + + string + + +
    +
    +
    +
    +
    +
    + + +
+
+
+
+
+ + +
+ + + Successful Response + + +
+ + + + +
+ + + Schema + +
+ +
    + + + + + + + + + +
+
+
+ + + + +
+
+
+
+
+
+ + + Validation Error + + +
+ + + + +
+ + + Schema + +
+ +
    + +
    + + + + detail + + object[] + + +
    +
  • +
    + Array [ +
    +
  • +
    + + + + loc + + object[] + + + + required + + +
    +
  • +
    + Array [ +
    +
  • + + anyOf + + +
    + + + string + + +
    +
    +
    + + + integer + + +
    +
    +
    +
  • +
    + ] +
    +
  • +
    +
    +
    + + + +
  • +
    + ] +
    +
  • +
    +
    +
    +
+
+
+ + + + +
+
+
+
+
+
+
+
+ \ No newline at end of file diff --git a/docs/docs/reference/service-api/obj-create-obj-create-post.api.mdx b/docs/docs/reference/service-api/obj-create-obj-create-post.api.mdx index 5d304e055af1..0ef8b4fd96cc 100644 --- a/docs/docs/reference/service-api/obj-create-obj-create-post.api.mdx +++ b/docs/docs/reference/service-api/obj-create-obj-create-post.api.mdx @@ -5,7 +5,7 @@ description: "Obj Create" sidebar_label: "Obj Create" hide_title: true hide_table_of_contents: true -api: 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 +api: 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 sidebar_class_name: "post api-method" info_path: reference/service-api/fastapi custom_edit_url: null @@ -146,6 +146,96 @@ Obj Create schema={{"title":"Val"}} > +
+
+ + + builtin_object_class + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
+
+
+ + + set_base_object_class + + object + +
+ +
+ + anyOf + + +
+ + + string + + +
+
+
+
+
diff --git a/docs/docs/reference/service-api/obj-read-obj-read-post.api.mdx b/docs/docs/reference/service-api/obj-read-obj-read-post.api.mdx index 836ded38da2d..4f0d9dc27b43 100644 --- a/docs/docs/reference/service-api/obj-read-obj-read-post.api.mdx +++ b/docs/docs/reference/service-api/obj-read-obj-read-post.api.mdx @@ -379,7 +379,7 @@ Obj Read value={"Example (from schema)"} > diff --git a/docs/docs/reference/service-api/objs-query-objs-query-post.api.mdx b/docs/docs/reference/service-api/objs-query-objs-query-post.api.mdx index 2e316d3b9954..661681d81a72 100644 --- a/docs/docs/reference/service-api/objs-query-objs-query-post.api.mdx +++ b/docs/docs/reference/service-api/objs-query-objs-query-post.api.mdx @@ -888,7 +888,7 @@ Objs Query value={"Example (from schema)"} > diff --git a/docs/docs/reference/service-api/sidebar.ts b/docs/docs/reference/service-api/sidebar.ts index 0040af11b1bd..ef65dfb0b498 100644 --- a/docs/docs/reference/service-api/sidebar.ts +++ b/docs/docs/reference/service-api/sidebar.ts @@ -216,6 +216,12 @@ const sidebar: SidebarsConfig = { label: "Feedback Purge", className: "api-method post", }, + { + type: "doc", + id: "reference/service-api/feedback-replace-feedback-replace-post", + label: "Feedback Replace", + className: "api-method post", + }, ], }, ], diff --git a/docs/scripts/screenshot_spec.json b/docs/scripts/screenshot_spec.json index ec937d60dc55..fb8b6653b49c 100644 --- a/docs/scripts/screenshot_spec.json +++ b/docs/scripts/screenshot_spec.json @@ -5,7 +5,7 @@ "output_path": "./static/img/screenshots/basic_call.png", "selector": "body", "viewport_size": [1920, 1080], - "clicks": ["#onetrust-reject-all-handler", "[data-testid='KeyboardArrowRightIcon']", "[data-testid='KeyboardArrowRightIcon']", "body"], + "clicks": ["#onetrust-reject-all-handler", "span[data-testid='KeyboardArrowRightIcon']", "span[data-testid='KeyboardArrowRightIcon']", "body"], "delay": 5, "local_storage": { "weaveflow-tracetree-width-number": 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rW8r++k^F1b<{b$Qf7KKJ^&^7v!;bgk`iAW5;-(7ncIEbEAG-JlVsJwU diff --git a/weave/trace/op.py b/weave/trace/op.py index a89c7400d8bb..ea3f0c66dc0c 100644 --- a/weave/trace/op.py +++ b/weave/trace/op.py @@ -614,6 +614,7 @@ def op( Example usage: + ```python import weave weave.init("my-project") @@ -629,6 +630,7 @@ async def extract(): await extract() # calls the function and tracks the call in the Weave UI ``` + """ if not isinstance(tracing_sample_rate, (int, float)): raise TypeError("tracing_sample_rate must be a float")

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