mirror of
https://github.com/microsoft/agent-framework.git
synced 2026-06-16 21:04:09 +08:00
Merge branch 'main' into feat/durable_task
This commit is contained in:
Shyju Krishnankutty
GitHub
@@ -64,7 +64,7 @@ Approaches observed from the compared SDKs:
|
||||
| AutoGen | **Approach 1** Separates messages into Agent-Agent (maps to Primary) and Internal (maps to Secondary) and these are returned as separate properties on the agent response object. See [types of messages](https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/tutorial/messages.html#types-of-messages) and [Response](https://microsoft.github.io/autogen/stable/reference/python/autogen_agentchat.base.html#autogen_agentchat.base.Response) | **Approach 2** Returns a stream of internal events and the last item is a Response object. See [ChatAgent.on_messages_stream](https://microsoft.github.io/autogen/stable/reference/python/autogen_agentchat.base.html#autogen_agentchat.base.ChatAgent.on_messages_stream) |
|
||||
| OpenAI Agent SDK | **Approach 1** Separates new_items (Primary+Secondary) from final output (Primary) as separate properties on the [RunResult](https://github.com/openai/openai-agents-python/blob/main/src/agents/result.py#L39) | **Approach 1** Similar to non-streaming, has a way of streaming updates via a method on the response object which includes all data, and then a separate final output property on the response object which is populated only when the run is complete. See [RunResultStreaming](https://github.com/openai/openai-agents-python/blob/main/src/agents/result.py#L136) |
|
||||
| Google ADK | **Approach 2** [Emits events](https://google.github.io/adk-docs/runtime/#step-by-step-breakdown) with [FinalResponse](https://github.com/google/adk-java/blob/main/core/src/main/java/com/google/adk/events/Event.java#L232) true (Primary) / false (Secondary) and callers have to filter out those with false to get just the final response message | **Approach 2** Similar to non-streaming except [events](https://google.github.io/adk-docs/runtime/#streaming-vs-non-streaming-output-partialtrue) are emitted with [Partial](https://github.com/google/adk-java/blob/main/core/src/main/java/com/google/adk/events/Event.java#L133) true to indicate that they are streaming messages. A final non partial event is also emitted. |
|
||||
| AWS (Strands) | **Approach 3** Returns an [AgentResult](https://strandsagents.com/latest/documentation/docs/api-reference/python/agent/agent_result/) (Primary) with messages and a reason for the run's completion. | **Approach 2** [Streams events](https://strandsagents.com/latest/documentation/docs/api-reference/python/agent/agent/#strands.agent.agent.Agent.stream_async) (Primary+Secondary) including, response text, current_tool_use, even data from "callbacks" (strands plugins) |
|
||||
| AWS (Strands) | **Approach 3** Returns an [AgentResult](https://strandsagents.com/docs/api/python/strands.agent.agent_result/#agentresult) (Primary) with messages and a reason for the run's completion. | **Approach 2** [Streams events](https://strandsagents.com/docs/user-guide/concepts/streaming/) (Primary+Secondary) including, response text, current_tool_use, even data from "callbacks" (strands plugins) |
|
||||
| LangGraph | **Approach 2** A mixed list of all [messages](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) | **Approach 2** A mixed list of all [messages](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) |
|
||||
| Agno | **Combination of various approaches** Returns a [RunResponse](https://docs.agno.com/reference/agents/run-response) object with text content, messages (essentially chat history including inputs and instructions), reasoning and thinking text properties. Secondary events could potentially be extracted from messages. | **Approach 2** Returns [RunResponseEvent](https://docs.agno.com/reference/agents/run-response#runresponseevent-types-and-attributes) objects including tool call, memory update, etc, information, where the [RunResponseCompletedEvent](https://docs.agno.com/reference/agents/run-response#runresponsecompletedevent) has similar properties to RunResponse|
|
||||
| A2A | **Approach 3** Returns a [Task or Message](https://a2aproject.github.io/A2A/latest/specification/#71-messagesend) where the message is the final result (Primary) and task is a reference to a long running process. | **Approach 2** Returns a [stream](https://a2aproject.github.io/A2A/latest/specification/#72-messagestream) that contains task updates (Secondary) and a final message (Primary) |
|
||||
@@ -496,7 +496,7 @@ We need to decide what AIContent types, each agent response type will be mapped
|
||||
|-|-|
|
||||
| AutoGen | **Approach 1** Supports [configuring an agent](https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/tutorial/agents.html#structured-output) at agent creation. |
|
||||
| Google ADK | **Approach 1** Both [input and output schemas can be specified for LLM Agents](https://google.github.io/adk-docs/agents/llm-agents/#structuring-data-input_schema-output_schema-output_key) at construction time. This option is specific to this agent type and other agent types do not necessarily support |
|
||||
| AWS (Strands) | **Approach 2** Supports a special invocation method called [structured_output](https://strandsagents.com/latest/documentation/docs/api-reference/python/agent/agent/#strands.agent.agent.Agent.structured_output) |
|
||||
| AWS (Strands) | **Approach 2** Supports a special invocation method called [structured_output](https://strandsagents.com/docs/user-guide/concepts/agents/structured-output/) |
|
||||
| LangGraph | **Approach 1** Supports [configuring an agent](https://langchain-ai.github.io/langgraph/agents/agents/?h=structured#6-configure-structured-output) at agent construction time, and a [structured response](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) can be retrieved as a special property on the agent response |
|
||||
| Agno | **Approach 1** Supports [configuring an agent](https://docs.agno.com/input-output/structured-output/agent) at agent construction time |
|
||||
| A2A | **Informal Approach 2** Doesn't formally support schema negotiation, but [hints can be provided via metadata](https://a2a-protocol.org/latest/specification/#97-structured-data-exchange-requesting-and-providing-json) at invocation time |
|
||||
@@ -508,7 +508,7 @@ We need to decide what AIContent types, each agent response type will be mapped
|
||||
|-|-|
|
||||
| AutoGen | Supports a [stop reason](https://microsoft.github.io/autogen/stable/reference/python/autogen_agentchat.base.html#autogen_agentchat.base.TaskResult.stop_reason) which is a freeform text string |
|
||||
| Google ADK | [No equivalent present](https://github.com/google/adk-python/blob/main/src/google/adk/events/event.py) |
|
||||
| AWS (Strands) | Exposes a [stop_reason](https://strandsagents.com/latest/documentation/docs/api-reference/python/types/event_loop/#strands.types.event_loop.StopReason) property on the [AgentResult](https://strandsagents.com/latest/documentation/docs/api-reference/python/agent/agent_result/) class with options that are tied closely to LLM operations. |
|
||||
| AWS (Strands) | Exposes a `stop_reason` property on the [AgentResult](https://strandsagents.com/docs/api/python/strands.agent.agent_result/#agentresult) class with options that are tied closely to LLM operations. |
|
||||
| LangGraph | No equivalent present, output contains only [messages](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) |
|
||||
| Agno | [No equivalent present](https://docs.agno.com/reference/agents/run-response) |
|
||||
| A2A | No equivalent present, response only contains a [message](https://a2a-protocol.org/latest/specification/#64-message-object) or [task](https://a2a-protocol.org/latest/specification/#61-task-object). |
|
||||
|
||||
@@ -14,6 +14,7 @@
|
||||
"src\\Microsoft.Agents.AI.Declarative\\Microsoft.Agents.AI.Declarative.csproj",
|
||||
"src\\Microsoft.Agents.AI.DevUI\\Microsoft.Agents.AI.DevUI.csproj",
|
||||
"src\\Microsoft.Agents.AI.DurableTask\\Microsoft.Agents.AI.DurableTask.csproj",
|
||||
"src\\Microsoft.Agents.AI.FoundryMemory\\Microsoft.Agents.AI.FoundryMemory.csproj",
|
||||
"src\\Microsoft.Agents.AI.Hosting.A2A.AspNetCore\\Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj",
|
||||
"src\\Microsoft.Agents.AI.Hosting.A2A\\Microsoft.Agents.AI.Hosting.A2A.csproj",
|
||||
"src\\Microsoft.Agents.AI.Hosting.AGUI.AspNetCore\\Microsoft.Agents.AI.Hosting.AGUI.AspNetCore.csproj",
|
||||
|
||||
@@ -4,7 +4,6 @@ using Azure.AI.OpenAI;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Agents.AI;
|
||||
using Microsoft.Agents.AI.Hosting.AGUI.AspNetCore;
|
||||
using Microsoft.Extensions.AI;
|
||||
using OpenAI.Chat;
|
||||
|
||||
WebApplicationBuilder builder = WebApplication.CreateBuilder(args);
|
||||
@@ -27,7 +26,7 @@ ChatClient chatClient = new AzureOpenAIClient(
|
||||
new DefaultAzureCredential())
|
||||
.GetChatClient(deploymentName);
|
||||
|
||||
AIAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
AIAgent agent = chatClient.AsAIAgent(
|
||||
name: "AGUIAssistant",
|
||||
instructions: "You are a helpful assistant.");
|
||||
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.AI.OpenAI" />
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
@@ -82,7 +82,7 @@ ChatClient chatClient = new AzureOpenAIClient(
|
||||
new DefaultAzureCredential())
|
||||
.GetChatClient(deploymentName);
|
||||
|
||||
ChatClientAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
ChatClientAgent agent = chatClient.AsAIAgent(
|
||||
name: "AGUIAssistant",
|
||||
instructions: "You are a helpful assistant with access to restaurant information.",
|
||||
tools: tools);
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.AI.OpenAI" />
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
@@ -4,7 +4,6 @@ using Azure.AI.OpenAI;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Agents.AI;
|
||||
using Microsoft.Agents.AI.Hosting.AGUI.AspNetCore;
|
||||
using Microsoft.Extensions.AI;
|
||||
using OpenAI.Chat;
|
||||
|
||||
WebApplicationBuilder builder = WebApplication.CreateBuilder(args);
|
||||
@@ -27,7 +26,7 @@ ChatClient chatClient = new AzureOpenAIClient(
|
||||
new DefaultAzureCredential())
|
||||
.GetChatClient(deploymentName);
|
||||
|
||||
AIAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
AIAgent agent = chatClient.AsAIAgent(
|
||||
name: "AGUIAssistant",
|
||||
instructions: "You are a helpful assistant.");
|
||||
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.AI.OpenAI" />
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
@@ -60,7 +60,7 @@ ChatClient openAIChatClient = new AzureOpenAIClient(
|
||||
new DefaultAzureCredential())
|
||||
.GetChatClient(deploymentName);
|
||||
|
||||
ChatClientAgent baseAgent = openAIChatClient.AsIChatClient().AsAIAgent(
|
||||
ChatClientAgent baseAgent = openAIChatClient.AsAIAgent(
|
||||
name: "AGUIAssistant",
|
||||
instructions: "You are a helpful assistant in charge of approving expenses",
|
||||
tools: tools);
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.AI.OpenAI" />
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
@@ -4,7 +4,6 @@ using Azure.AI.OpenAI;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Agents.AI;
|
||||
using Microsoft.Agents.AI.Hosting.AGUI.AspNetCore;
|
||||
using Microsoft.Extensions.AI;
|
||||
using Microsoft.Extensions.Options;
|
||||
using OpenAI.Chat;
|
||||
using RecipeAssistant;
|
||||
@@ -37,7 +36,7 @@ ChatClient chatClient = new AzureOpenAIClient(
|
||||
new DefaultAzureCredential())
|
||||
.GetChatClient(deploymentName);
|
||||
|
||||
AIAgent baseAgent = chatClient.AsIChatClient().AsAIAgent(
|
||||
AIAgent baseAgent = chatClient.AsAIAgent(
|
||||
name: "RecipeAgent",
|
||||
instructions: """
|
||||
You are a helpful recipe assistant. When users ask you to create or suggest a recipe,
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.AI.OpenAI" />
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
+72
-56
@@ -12,11 +12,8 @@ using OpenAI.Responses;
|
||||
|
||||
string endpoint = Environment.GetEnvironmentVariable("AZURE_AI_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("AZURE_AI_PROJECT_ENDPOINT is not set.");
|
||||
string deploymentName = Environment.GetEnvironmentVariable("AZURE_AI_MODEL_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
|
||||
|
||||
// Memory store configuration
|
||||
// NOTE: Memory stores must be created beforehand via Azure Portal or Python SDK.
|
||||
// The .NET SDK currently only supports using existing memory stores with agents.
|
||||
string memoryStoreName = Environment.GetEnvironmentVariable("AZURE_AI_MEMORY_STORE_ID") ?? throw new InvalidOperationException("AZURE_AI_MEMORY_STORE_ID is not set.");
|
||||
string embeddingModelName = Environment.GetEnvironmentVariable("AZURE_AI_EMBEDDING_DEPLOYMENT_NAME") ?? "text-embedding-ada-002";
|
||||
string memoryStoreName = Environment.GetEnvironmentVariable("AZURE_AI_MEMORY_STORE_ID") ?? $"foundry-memory-sample-{Guid.NewGuid():N}";
|
||||
|
||||
const string AgentInstructions = """
|
||||
You are a helpful assistant that remembers past conversations.
|
||||
@@ -32,71 +29,57 @@ const string AgentNameNative = "MemorySearchAgent-NATIVE";
|
||||
string userScope = $"user_{Environment.MachineName}";
|
||||
|
||||
// Get a client to create/retrieve/delete server side agents with Azure Foundry Agents.
|
||||
AIProjectClient aiProjectClient = new(new Uri(endpoint), new AzureCliCredential());
|
||||
DefaultAzureCredential credential = new();
|
||||
AIProjectClient aiProjectClient = new(new Uri(endpoint), credential);
|
||||
|
||||
// Ensure the memory store exists and has memories to retrieve.
|
||||
await EnsureMemoryStoreAsync();
|
||||
|
||||
// Create the Memory Search tool configuration
|
||||
MemorySearchPreviewTool memorySearchTool = new(memoryStoreName, userScope)
|
||||
{
|
||||
// Optional: Configure how quickly new memories are indexed (in seconds)
|
||||
UpdateDelay = 1,
|
||||
|
||||
// Optional: Configure search behavior
|
||||
SearchOptions = new MemorySearchToolOptions
|
||||
{
|
||||
// Additional search options can be configured here if needed
|
||||
}
|
||||
};
|
||||
MemorySearchPreviewTool memorySearchTool = new(memoryStoreName, userScope) { UpdateDelay = 0 };
|
||||
|
||||
// Create agent using Option 1 (MEAI) or Option 2 (Native SDK)
|
||||
AIAgent agent = await CreateAgentWithMEAI();
|
||||
// AIAgent agent = await CreateAgentWithNativeSDK();
|
||||
|
||||
Console.WriteLine("Agent created with Memory Search tool. Starting conversation...\n");
|
||||
|
||||
// Conversation 1: Share some personal information
|
||||
Console.WriteLine("User: My name is Alice and I love programming in C#.");
|
||||
AgentResponse response1 = await agent.RunAsync("My name is Alice and I love programming in C#.");
|
||||
Console.WriteLine($"Agent: {response1.Messages.LastOrDefault()?.Text}\n");
|
||||
|
||||
// Allow time for memory to be indexed
|
||||
await Task.Delay(2000);
|
||||
|
||||
// Conversation 2: Test if the agent remembers
|
||||
Console.WriteLine("User: What's my name and what programming language do I prefer?");
|
||||
AgentResponse response2 = await agent.RunAsync("What's my name and what programming language do I prefer?");
|
||||
Console.WriteLine($"Agent: {response2.Messages.LastOrDefault()?.Text}\n");
|
||||
|
||||
// Inspect memory search results if available in raw response items
|
||||
// Note: Memory search tool call results appear as AgentResponseItem types
|
||||
foreach (var message in response2.Messages)
|
||||
try
|
||||
{
|
||||
if (message.RawRepresentation is AgentResponseItem agentResponseItem &&
|
||||
agentResponseItem is MemorySearchToolCallResponseItem memorySearchResult)
|
||||
{
|
||||
Console.WriteLine($"Memory Search Status: {memorySearchResult.Status}");
|
||||
Console.WriteLine($"Memory Search Results Count: {memorySearchResult.Results.Count}");
|
||||
Console.WriteLine("Agent created with Memory Search tool. Starting conversation...\n");
|
||||
|
||||
foreach (var result in memorySearchResult.Results)
|
||||
// The agent uses the memory search tool to recall stored information.
|
||||
Console.WriteLine("User: What's my name and what programming language do I prefer?");
|
||||
AgentResponse response = await agent.RunAsync("What's my name and what programming language do I prefer?");
|
||||
Console.WriteLine($"Agent: {response.Messages.LastOrDefault()?.Text}\n");
|
||||
|
||||
// Inspect memory search results if available in raw response items.
|
||||
foreach (var message in response.Messages)
|
||||
{
|
||||
if (message.RawRepresentation is MemorySearchToolCallResponseItem memorySearchResult)
|
||||
{
|
||||
var memoryItem = result.MemoryItem;
|
||||
Console.WriteLine($" - Memory ID: {memoryItem.MemoryId}");
|
||||
Console.WriteLine($" Scope: {memoryItem.Scope}");
|
||||
Console.WriteLine($" Content: {memoryItem.Content}");
|
||||
Console.WriteLine($" Updated: {memoryItem.UpdatedAt}");
|
||||
Console.WriteLine($"Memory Search Status: {memorySearchResult.Status}");
|
||||
Console.WriteLine($"Memory Search Results Count: {memorySearchResult.Results.Count}");
|
||||
|
||||
foreach (var result in memorySearchResult.Results)
|
||||
{
|
||||
var memoryItem = result.MemoryItem;
|
||||
Console.WriteLine($" - Memory ID: {memoryItem.MemoryId}");
|
||||
Console.WriteLine($" Scope: {memoryItem.Scope}");
|
||||
Console.WriteLine($" Content: {memoryItem.Content}");
|
||||
Console.WriteLine($" Updated: {memoryItem.UpdatedAt}");
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
finally
|
||||
{
|
||||
// Cleanup: Delete the agent and memory store.
|
||||
Console.WriteLine("\nCleaning up...");
|
||||
await aiProjectClient.Agents.DeleteAgentAsync(agent.Name);
|
||||
Console.WriteLine("Agent deleted.");
|
||||
await aiProjectClient.MemoryStores.DeleteMemoryStoreAsync(memoryStoreName);
|
||||
Console.WriteLine("Memory store deleted.");
|
||||
}
|
||||
|
||||
// Cleanup: Delete the agent (memory store persists and should be cleaned up separately if needed)
|
||||
Console.WriteLine("\nCleaning up agent...");
|
||||
await aiProjectClient.Agents.DeleteAgentAsync(agent.Name);
|
||||
Console.WriteLine("Agent deleted successfully.");
|
||||
|
||||
// NOTE: Memory stores are long-lived resources and are NOT deleted with the agent.
|
||||
// To delete a memory store, use the Azure Portal or Python SDK:
|
||||
// await project_client.memory_stores.delete(memory_store.name)
|
||||
|
||||
// --- Agent Creation Options ---
|
||||
#pragma warning disable CS8321 // Local function is declared but never used
|
||||
|
||||
// Option 1 - Using MemorySearchTool wrapped as MEAI AITool
|
||||
@@ -122,3 +105,36 @@ async Task<AIAgent> CreateAgentWithNativeSDK()
|
||||
})
|
||||
);
|
||||
}
|
||||
|
||||
// Helpers — kept at the bottom so the main agent flow above stays clean.
|
||||
async Task EnsureMemoryStoreAsync()
|
||||
{
|
||||
Console.WriteLine($"Creating memory store '{memoryStoreName}'...");
|
||||
try
|
||||
{
|
||||
await aiProjectClient.MemoryStores.GetMemoryStoreAsync(memoryStoreName);
|
||||
Console.WriteLine("Memory store already exists.");
|
||||
}
|
||||
catch (System.ClientModel.ClientResultException ex) when (ex.Status == 404)
|
||||
{
|
||||
MemoryStoreDefaultDefinition definition = new(deploymentName, embeddingModelName);
|
||||
await aiProjectClient.MemoryStores.CreateMemoryStoreAsync(memoryStoreName, definition, "Sample memory store for Memory Search demo");
|
||||
Console.WriteLine("Memory store created.");
|
||||
}
|
||||
|
||||
Console.WriteLine("Storing memories from a prior conversation...");
|
||||
MemoryUpdateOptions memoryOptions = new(userScope) { UpdateDelay = 0 };
|
||||
memoryOptions.Items.Add(ResponseItem.CreateUserMessageItem("My name is Alice and I love programming in C#."));
|
||||
|
||||
MemoryUpdateResult updateResult = await aiProjectClient.MemoryStores.WaitForMemoriesUpdateAsync(
|
||||
memoryStoreName: memoryStoreName,
|
||||
options: memoryOptions,
|
||||
pollingInterval: 500);
|
||||
|
||||
if (updateResult.Status == MemoryStoreUpdateStatus.Failed)
|
||||
{
|
||||
throw new InvalidOperationException($"Memory update failed: {updateResult.ErrorDetails}");
|
||||
}
|
||||
|
||||
Console.WriteLine($"Memory update completed (status: {updateResult.Status}).\n");
|
||||
}
|
||||
|
||||
+8
-8
@@ -10,7 +10,7 @@ using Azure.AI.OpenAI;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Agents.AI;
|
||||
using Microsoft.Extensions.AI;
|
||||
using ChatClient = OpenAI.Chat.ChatClient;
|
||||
using OpenAI.Chat;
|
||||
|
||||
namespace AGUIDojoServer;
|
||||
|
||||
@@ -36,7 +36,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
return chatClient.AsIChatClient().AsAIAgent(
|
||||
return chatClient.AsAIAgent(
|
||||
name: "AgenticChat",
|
||||
description: "A simple chat agent using Azure OpenAI");
|
||||
}
|
||||
@@ -45,7 +45,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
return chatClient.AsIChatClient().AsAIAgent(
|
||||
return chatClient.AsAIAgent(
|
||||
name: "BackendToolRenderer",
|
||||
description: "An agent that can render backend tools using Azure OpenAI",
|
||||
tools: [AIFunctionFactory.Create(
|
||||
@@ -59,7 +59,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
return chatClient.AsIChatClient().AsAIAgent(
|
||||
return chatClient.AsAIAgent(
|
||||
name: "HumanInTheLoopAgent",
|
||||
description: "An agent that involves human feedback in its decision-making process using Azure OpenAI");
|
||||
}
|
||||
@@ -68,7 +68,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
return chatClient.AsIChatClient().AsAIAgent(
|
||||
return chatClient.AsAIAgent(
|
||||
name: "ToolBasedGenerativeUIAgent",
|
||||
description: "An agent that uses tools to generate user interfaces using Azure OpenAI");
|
||||
}
|
||||
@@ -76,7 +76,7 @@ internal static class ChatClientAgentFactory
|
||||
public static AIAgent CreateAgenticUI(JsonSerializerOptions options)
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
var baseAgent = chatClient.AsIChatClient().AsAIAgent(new ChatClientAgentOptions
|
||||
var baseAgent = chatClient.AsAIAgent(new ChatClientAgentOptions
|
||||
{
|
||||
Name = "AgenticUIAgent",
|
||||
Description = "An agent that generates agentic user interfaces using Azure OpenAI",
|
||||
@@ -119,7 +119,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
var baseAgent = chatClient.AsIChatClient().AsAIAgent(
|
||||
var baseAgent = chatClient.AsAIAgent(
|
||||
name: "SharedStateAgent",
|
||||
description: "An agent that demonstrates shared state patterns using Azure OpenAI");
|
||||
|
||||
@@ -130,7 +130,7 @@ internal static class ChatClientAgentFactory
|
||||
{
|
||||
ChatClient chatClient = s_azureOpenAIClient!.GetChatClient(s_deploymentName!);
|
||||
|
||||
var baseAgent = chatClient.AsIChatClient().AsAIAgent(new ChatClientAgentOptions
|
||||
var baseAgent = chatClient.AsAIAgent(new ChatClientAgentOptions
|
||||
{
|
||||
Name = "PredictiveStateUpdatesAgent",
|
||||
Description = "An agent that demonstrates predictive state updates using Azure OpenAI",
|
||||
|
||||
@@ -74,7 +74,7 @@ AzureOpenAIClient azureOpenAIClient = new AzureOpenAIClient(
|
||||
ChatClient chatClient = azureOpenAIClient.GetChatClient(deploymentName);
|
||||
|
||||
// Create AI agent
|
||||
ChatClientAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
ChatClientAgent agent = chatClient.AsAIAgent(
|
||||
name: "ChatAssistant",
|
||||
instructions: "You are a helpful assistant.");
|
||||
|
||||
@@ -162,7 +162,7 @@ dotnet run
|
||||
Edit the instructions in `Server/Program.cs`:
|
||||
|
||||
```csharp
|
||||
ChatClientAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
ChatClientAgent agent = chatClient.AsAIAgent(
|
||||
name: "ChatAssistant",
|
||||
instructions: "You are a helpful coding assistant specializing in C# and .NET.");
|
||||
```
|
||||
|
||||
@@ -6,7 +6,6 @@ using Azure.AI.OpenAI;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Agents.AI;
|
||||
using Microsoft.Agents.AI.Hosting.AGUI.AspNetCore;
|
||||
using Microsoft.Extensions.AI;
|
||||
using OpenAI.Chat;
|
||||
|
||||
WebApplicationBuilder builder = WebApplication.CreateBuilder(args);
|
||||
@@ -28,7 +27,7 @@ AzureOpenAIClient azureOpenAIClient = new(
|
||||
|
||||
ChatClient chatClient = azureOpenAIClient.GetChatClient(deploymentName);
|
||||
|
||||
ChatClientAgent agent = chatClient.AsIChatClient().AsAIAgent(
|
||||
ChatClientAgent agent = chatClient.AsAIAgent(
|
||||
name: "ChatAssistant",
|
||||
instructions: "You are a helpful assistant.");
|
||||
|
||||
|
||||
@@ -12,6 +12,7 @@ using Microsoft.AspNetCore.Authentication.JwtBearer;
|
||||
using Microsoft.AspNetCore.Authorization;
|
||||
using Microsoft.Extensions.AI;
|
||||
using OpenAI;
|
||||
using OpenAI.Chat;
|
||||
|
||||
WebApplicationBuilder builder = WebApplication.CreateBuilder(args);
|
||||
|
||||
@@ -89,7 +90,6 @@ builder.Services.AddSingleton<AIAgent>(sp =>
|
||||
|
||||
return new OpenAIClient(apiKey)
|
||||
.GetChatClient(model)
|
||||
.AsIChatClient()
|
||||
.AsAIAgent(
|
||||
name: "ExpenseApprovalAgent",
|
||||
instructions: "You are an expense approval assistant. You can list pending expenses "
|
||||
|
||||
@@ -10,7 +10,6 @@
|
||||
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Microsoft.AspNetCore.Authentication.JwtBearer" />
|
||||
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
|
||||
@@ -13,10 +13,6 @@
|
||||
</PropertyGroup>
|
||||
|
||||
<Import Project="$(RepoRoot)/dotnet/nuget/nuget-package.props" />
|
||||
<PropertyGroup>
|
||||
<!-- Disable packing until we are ready to release this as a nuget -->
|
||||
<IsPackable>false</IsPackable>
|
||||
</PropertyGroup>
|
||||
|
||||
<ItemGroup>
|
||||
<ProjectReference Include="..\Microsoft.Agents.AI.Abstractions\Microsoft.Agents.AI.Abstractions.csproj" />
|
||||
|
||||
@@ -3,6 +3,7 @@
|
||||
#pragma warning disable CS0618 // Type or member is obsolete - Internal use of obsolete types for backward compatibility
|
||||
|
||||
using System;
|
||||
using System.Collections.Concurrent;
|
||||
using System.Collections.Generic;
|
||||
using System.Diagnostics;
|
||||
using System.Linq;
|
||||
@@ -133,7 +134,25 @@ internal sealed class ExecutorProtocol(MessageRouter router, ISet<Type> sendType
|
||||
|
||||
public bool CanHandle(Type type) => router.CanHandle(type);
|
||||
|
||||
public bool CanOutput(Type type) => this._yieldTypes.Contains(new(type));
|
||||
private readonly ConcurrentDictionary<Type, bool> _canOutputCache = new();
|
||||
|
||||
public bool CanOutput(Type type)
|
||||
{
|
||||
return this._canOutputCache.GetOrAdd(type, this.CanOutputCore);
|
||||
}
|
||||
|
||||
private bool CanOutputCore(Type type)
|
||||
{
|
||||
foreach (TypeId yieldType in this._yieldTypes)
|
||||
{
|
||||
if (yieldType.IsMatchPolymorphic(type))
|
||||
{
|
||||
return true;
|
||||
}
|
||||
}
|
||||
|
||||
return false;
|
||||
}
|
||||
|
||||
public ProtocolDescriptor Describe() => new(this.Router.IncomingTypes, yieldTypes, sendTypes, this.Router.HasCatchAll);
|
||||
}
|
||||
|
||||
+4
-2
@@ -14,6 +14,8 @@ namespace AzureAIAgentsPersistent.IntegrationTests;
|
||||
|
||||
public class AzureAIAgentsPersistentCreateTests
|
||||
{
|
||||
private const string SkipCodeInterpreterReason = "Azure AI Code Interpreter intermittently fails to execute uploaded files in CI";
|
||||
|
||||
private readonly PersistentAgentsClient _persistentAgentsClient = new(TestConfiguration.GetRequiredValue(TestSettings.AzureAIProjectEndpoint), TestAzureCliCredentials.CreateAzureCliCredential());
|
||||
|
||||
[Theory]
|
||||
@@ -131,11 +133,11 @@ public class AzureAIAgentsPersistentCreateTests
|
||||
}
|
||||
}
|
||||
|
||||
[Fact]
|
||||
[Fact(Skip = SkipCodeInterpreterReason)]
|
||||
public Task CreateAgent_CreatesAgentWithCodeInterpreter_ChatClientAgentOptionsAsync()
|
||||
=> this.CreateAgent_CreatesAgentWithCodeInterpreterAsync("CreateWithChatClientAgentOptionsAsync");
|
||||
|
||||
[RetryFact(Constants.RetryCount, Constants.RetryDelay)]
|
||||
[Fact(Skip = SkipCodeInterpreterReason)]
|
||||
public Task CreateAgent_CreatesAgentWithCodeInterpreter_FoundryOptionsAsync()
|
||||
=> this.CreateAgent_CreatesAgentWithCodeInterpreterAsync("CreateWithFoundryOptionsAsync");
|
||||
|
||||
|
||||
@@ -0,0 +1,276 @@
|
||||
// Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
using System.Collections.Generic;
|
||||
using System.Linq;
|
||||
using System.Threading;
|
||||
using System.Threading.Tasks;
|
||||
using FluentAssertions;
|
||||
|
||||
namespace Microsoft.Agents.AI.Workflows.UnitTests;
|
||||
|
||||
/// <summary>
|
||||
/// Regression tests for polymorphic output type handling in workflows.
|
||||
/// Verifies that executors can return derived types when the declared output type is a base class.
|
||||
/// </summary>
|
||||
/// <remarks>
|
||||
/// This addresses GitHub issue #4134: InvalidOperationException when returning derived type as workflow output.
|
||||
/// </remarks>
|
||||
public partial class PolymorphicOutputTests
|
||||
{
|
||||
#region Test Type Hierarchy
|
||||
|
||||
/// <summary>
|
||||
/// Base class used as declared output type.
|
||||
/// </summary>
|
||||
public class BaseOutput
|
||||
{
|
||||
public virtual string Name => "BaseOutput";
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Derived class returned at runtime.
|
||||
/// </summary>
|
||||
public class DerivedOutput : BaseOutput
|
||||
{
|
||||
public override string Name => "DerivedOutput";
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Second-level derived class for testing multiple inheritance levels.
|
||||
/// </summary>
|
||||
public class GrandchildOutput : DerivedOutput
|
||||
{
|
||||
public override string Name => "GrandchildOutput";
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Unrelated class that should NOT be accepted as output.
|
||||
/// </summary>
|
||||
public class UnrelatedOutput
|
||||
{
|
||||
public string Name => "UnrelatedOutput";
|
||||
}
|
||||
|
||||
#endregion
|
||||
|
||||
#region Test Executors
|
||||
|
||||
/// <summary>
|
||||
/// Executor that declares BaseOutput as yield type but returns DerivedOutput.
|
||||
/// </summary>
|
||||
internal sealed class DerivedOutputExecutor() : Executor(nameof(DerivedOutputExecutor))
|
||||
{
|
||||
protected override ProtocolBuilder ConfigureProtocol(ProtocolBuilder protocolBuilder)
|
||||
{
|
||||
return protocolBuilder.ConfigureRoutes(routeBuilder =>
|
||||
routeBuilder.AddHandler<string, BaseOutput>(this.HandleAsync));
|
||||
}
|
||||
|
||||
private async ValueTask<BaseOutput> HandleAsync(string input, IWorkflowContext context, CancellationToken cancellationToken)
|
||||
{
|
||||
await Task.Delay(10, cancellationToken);
|
||||
|
||||
// Arrange: Return a derived type where the method signature declares the base type
|
||||
return new DerivedOutput();
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that declares BaseOutput as yield type but returns GrandchildOutput (two levels deep).
|
||||
/// </summary>
|
||||
internal sealed class GrandchildOutputExecutor() : Executor(nameof(GrandchildOutputExecutor))
|
||||
{
|
||||
protected override ProtocolBuilder ConfigureProtocol(ProtocolBuilder protocolBuilder)
|
||||
{
|
||||
return protocolBuilder.ConfigureRoutes(routeBuilder =>
|
||||
routeBuilder.AddHandler<string, BaseOutput>(this.HandleAsync));
|
||||
}
|
||||
|
||||
private async ValueTask<BaseOutput> HandleAsync(string input, IWorkflowContext context, CancellationToken cancellationToken)
|
||||
{
|
||||
await Task.Delay(10, cancellationToken);
|
||||
|
||||
// Arrange: Return a grandchild type (two inheritance levels)
|
||||
return new GrandchildOutput();
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that attempts to return an unrelated type - should fail validation.
|
||||
/// This executor intentionally bypasses type safety to test runtime validation.
|
||||
/// </summary>
|
||||
internal sealed class UnrelatedOutputExecutor() : Executor(nameof(UnrelatedOutputExecutor))
|
||||
{
|
||||
protected override ProtocolBuilder ConfigureProtocol(ProtocolBuilder protocolBuilder)
|
||||
{
|
||||
return protocolBuilder.ConfigureRoutes(routeBuilder =>
|
||||
routeBuilder.AddHandler<string, BaseOutput>(this.HandleAsync));
|
||||
}
|
||||
|
||||
private async ValueTask<BaseOutput> HandleAsync(string input, IWorkflowContext context, CancellationToken cancellationToken)
|
||||
{
|
||||
// Arrange: Attempt to yield an unrelated type - should throw
|
||||
UnrelatedOutput unrelated = new();
|
||||
await context.YieldOutputAsync(unrelated, cancellationToken).ConfigureAwait(false);
|
||||
|
||||
// This line should not be reached
|
||||
return new BaseOutput();
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that returns the exact declared type (baseline test).
|
||||
/// </summary>
|
||||
internal sealed class ExactTypeExecutor() : Executor(nameof(ExactTypeExecutor))
|
||||
{
|
||||
protected override ProtocolBuilder ConfigureProtocol(ProtocolBuilder protocolBuilder)
|
||||
{
|
||||
return protocolBuilder.ConfigureRoutes(routeBuilder =>
|
||||
routeBuilder.AddHandler<string, BaseOutput>(this.HandleAsync));
|
||||
}
|
||||
|
||||
private ValueTask<BaseOutput> HandleAsync(string input, IWorkflowContext context, CancellationToken cancellationToken)
|
||||
{
|
||||
BaseOutput result = new();
|
||||
return new ValueTask<BaseOutput>(result);
|
||||
}
|
||||
}
|
||||
|
||||
#endregion
|
||||
|
||||
#region Tests
|
||||
|
||||
/// <summary>
|
||||
/// Verifies that returning a derived type when the declared output type is a base class succeeds.
|
||||
/// This is the main regression test for GitHub issue #4134.
|
||||
/// </summary>
|
||||
[Fact]
|
||||
public async Task ReturningDerivedType_WhenBaseTypeIsDeclared_ShouldSucceedAsync()
|
||||
{
|
||||
// Arrange
|
||||
DerivedOutputExecutor executor = new();
|
||||
WorkflowBuilder builder = new WorkflowBuilder(executor).WithOutputFrom(executor);
|
||||
Workflow workflow = builder.Build();
|
||||
|
||||
// Act
|
||||
List<WorkflowEvent> events = [];
|
||||
await using StreamingRun run = await InProcessExecution.RunStreamingAsync(workflow, "test input");
|
||||
await foreach (WorkflowEvent evt in run.WatchStreamAsync())
|
||||
{
|
||||
events.Add(evt);
|
||||
}
|
||||
|
||||
// Assert
|
||||
events.Should().NotBeEmpty("workflow should produce events");
|
||||
|
||||
List<WorkflowOutputEvent> outputEvents = events.OfType<WorkflowOutputEvent>().ToList();
|
||||
outputEvents.Should().ContainSingle("workflow should produce exactly one output event");
|
||||
|
||||
WorkflowOutputEvent outputEvent = outputEvents.Single();
|
||||
outputEvent.Data.Should().BeOfType<DerivedOutput>("output should be the derived type");
|
||||
((DerivedOutput)outputEvent.Data!).Name.Should().Be("DerivedOutput");
|
||||
|
||||
// Verify no error events
|
||||
List<WorkflowErrorEvent> errorEvents = events.OfType<WorkflowErrorEvent>().ToList();
|
||||
errorEvents.Should().BeEmpty("workflow should not produce error events");
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Verifies that returning a grandchild type (multiple inheritance levels) succeeds.
|
||||
/// </summary>
|
||||
[Fact]
|
||||
public async Task ReturningGrandchildType_WhenBaseTypeIsDeclared_ShouldSucceedAsync()
|
||||
{
|
||||
// Arrange
|
||||
GrandchildOutputExecutor executor = new();
|
||||
WorkflowBuilder builder = new WorkflowBuilder(executor).WithOutputFrom(executor);
|
||||
Workflow workflow = builder.Build();
|
||||
|
||||
// Act
|
||||
List<WorkflowEvent> events = [];
|
||||
await using StreamingRun run = await InProcessExecution.RunStreamingAsync(workflow, "test input");
|
||||
await foreach (WorkflowEvent evt in run.WatchStreamAsync())
|
||||
{
|
||||
events.Add(evt);
|
||||
}
|
||||
|
||||
// Assert
|
||||
events.Should().NotBeEmpty("workflow should produce events");
|
||||
|
||||
List<WorkflowOutputEvent> outputEvents = events.OfType<WorkflowOutputEvent>().ToList();
|
||||
outputEvents.Should().ContainSingle("workflow should produce exactly one output event");
|
||||
|
||||
WorkflowOutputEvent outputEvent = outputEvents.Single();
|
||||
outputEvent.Data.Should().BeOfType<GrandchildOutput>("output should be the grandchild type");
|
||||
((GrandchildOutput)outputEvent.Data!).Name.Should().Be("GrandchildOutput");
|
||||
|
||||
// Verify no error events
|
||||
List<WorkflowErrorEvent> errorEvents = events.OfType<WorkflowErrorEvent>().ToList();
|
||||
errorEvents.Should().BeEmpty("workflow should not produce error events");
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Verifies that returning an unrelated type still throws InvalidOperationException.
|
||||
/// This ensures the fix doesn't break the existing validation for truly incompatible types.
|
||||
/// </summary>
|
||||
[Fact]
|
||||
public async Task ReturningUnrelatedType_WhenBaseTypeIsDeclared_ShouldFailAsync()
|
||||
{
|
||||
// Arrange
|
||||
UnrelatedOutputExecutor executor = new();
|
||||
WorkflowBuilder builder = new WorkflowBuilder(executor).WithOutputFrom(executor);
|
||||
Workflow workflow = builder.Build();
|
||||
|
||||
// Act
|
||||
List<WorkflowEvent> events = [];
|
||||
await using StreamingRun run = await InProcessExecution.RunStreamingAsync(workflow, "test input");
|
||||
await foreach (WorkflowEvent evt in run.WatchStreamAsync())
|
||||
{
|
||||
events.Add(evt);
|
||||
}
|
||||
|
||||
// Assert: Should have an error event with InvalidOperationException message
|
||||
List<WorkflowErrorEvent> errorEvents = events.OfType<WorkflowErrorEvent>().ToList();
|
||||
errorEvents.Should().ContainSingle("workflow should produce exactly one error event");
|
||||
|
||||
WorkflowErrorEvent errorEvent = errorEvents.Single();
|
||||
string errorMessage = errorEvent.Data?.ToString() ?? string.Empty;
|
||||
errorMessage.Should().Contain("Cannot output object of type UnrelatedOutput");
|
||||
errorMessage.Should().Contain("BaseOutput");
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Verifies that returning the exact declared type still works (baseline test).
|
||||
/// </summary>
|
||||
[Fact]
|
||||
public async Task ReturningExactType_WhenSameTypeIsDeclared_ShouldSucceedAsync()
|
||||
{
|
||||
// Arrange: Create an executor that returns the exact declared type
|
||||
ExactTypeExecutor executor = new();
|
||||
WorkflowBuilder builder = new WorkflowBuilder(executor).WithOutputFrom(executor);
|
||||
Workflow workflow = builder.Build();
|
||||
|
||||
// Act
|
||||
List<WorkflowEvent> events = [];
|
||||
await using StreamingRun run = await InProcessExecution.RunStreamingAsync(workflow, "test input");
|
||||
await foreach (WorkflowEvent evt in run.WatchStreamAsync())
|
||||
{
|
||||
events.Add(evt);
|
||||
}
|
||||
|
||||
// Assert
|
||||
events.Should().NotBeEmpty("workflow should produce events");
|
||||
|
||||
List<WorkflowOutputEvent> outputEvents = events.OfType<WorkflowOutputEvent>().ToList();
|
||||
outputEvents.Should().ContainSingle("workflow should produce exactly one output event");
|
||||
|
||||
WorkflowOutputEvent outputEvent = outputEvents.Single();
|
||||
outputEvent.Data.Should().BeOfType<BaseOutput>("output should be the exact base type");
|
||||
|
||||
// Verify no error events
|
||||
List<WorkflowErrorEvent> errorEvents = events.OfType<WorkflowErrorEvent>().ToList();
|
||||
errorEvents.Should().BeEmpty("workflow should not produce error events");
|
||||
}
|
||||
|
||||
#endregion
|
||||
}
|
||||
+3
-1
@@ -19,6 +19,8 @@ namespace OpenAIAssistant.IntegrationTests;
|
||||
|
||||
public class OpenAIAssistantClientExtensionsTests
|
||||
{
|
||||
private const string SkipCodeInterpreterReason = "OpenAI Assistant Code Interpreter intermittently fails in CI";
|
||||
|
||||
private readonly AssistantClient _assistantClient = new OpenAIClient(TestConfiguration.GetRequiredValue(TestSettings.OpenAIApiKey)).GetAssistantClient();
|
||||
private readonly OpenAIFileClient _fileClient = new OpenAIClient(TestConfiguration.GetRequiredValue(TestSettings.OpenAIApiKey)).GetOpenAIFileClient();
|
||||
|
||||
@@ -81,7 +83,7 @@ public class OpenAIAssistantClientExtensionsTests
|
||||
}
|
||||
}
|
||||
|
||||
[Theory]
|
||||
[Theory(Skip = SkipCodeInterpreterReason)]
|
||||
[InlineData("CreateWithChatClientAgentOptionsAsync")]
|
||||
[InlineData("CreateWithChatClientAgentOptionsSync")]
|
||||
[InlineData("CreateWithParamsAsync")]
|
||||
|
||||
@@ -44,7 +44,7 @@ from ._context import CapturingRunnerContext
|
||||
from ._entities import create_agent_entity
|
||||
from ._errors import IncomingRequestError
|
||||
from ._orchestration import AgentOrchestrationContextType, AgentTask, AzureFunctionsAgentExecutor
|
||||
from ._serialization import deserialize_value, serialize_value
|
||||
from ._serialization import deserialize_value, serialize_value, strip_pickle_markers
|
||||
from ._workflow import (
|
||||
SOURCE_HITL_RESPONSE,
|
||||
SOURCE_ORCHESTRATOR,
|
||||
@@ -515,6 +515,10 @@ class AgentFunctionApp(DFAppBase):
|
||||
except ValueError:
|
||||
return self._build_error_response("Request body must be valid JSON.")
|
||||
|
||||
# Sanitize untrusted HTTP input before it reaches pickle.loads().
|
||||
# See strip_pickle_markers() docstring for details on the attack vector.
|
||||
response_data = strip_pickle_markers(response_data)
|
||||
|
||||
# Send the response as an external event
|
||||
# The request_id is used as the event name for correlation
|
||||
await client.raise_event(
|
||||
|
||||
@@ -22,9 +22,14 @@ import importlib
|
||||
import logging
|
||||
from contextlib import suppress
|
||||
from dataclasses import is_dataclass
|
||||
from typing import Any
|
||||
from typing import Any, cast
|
||||
|
||||
from agent_framework._workflows._checkpoint_encoding import decode_checkpoint_value, encode_checkpoint_value
|
||||
from agent_framework._workflows._checkpoint_encoding import (
|
||||
_PICKLE_MARKER, # pyright: ignore[reportPrivateUsage]
|
||||
_TYPE_MARKER, # pyright: ignore[reportPrivateUsage]
|
||||
decode_checkpoint_value,
|
||||
encode_checkpoint_value,
|
||||
)
|
||||
from pydantic import BaseModel
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
@@ -48,6 +53,41 @@ def resolve_type(type_key: str) -> type | None:
|
||||
return None
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# Pickle marker sanitization (security)
|
||||
# ============================================================================
|
||||
|
||||
|
||||
def strip_pickle_markers(data: Any) -> Any:
|
||||
"""Recursively strip pickle/type markers from untrusted data.
|
||||
|
||||
The core checkpoint encoding uses ``__pickled__`` and ``__type__`` markers to
|
||||
roundtrip arbitrary Python objects via *pickle*. If an attacker crafts an
|
||||
HTTP payload that contains these markers, the data would flow into
|
||||
``pickle.loads()`` and enable **arbitrary code execution**.
|
||||
|
||||
This function walks the incoming data structure and replaces any ``dict``
|
||||
that contains either marker key with ``None``, neutralising the attack
|
||||
vector while leaving all other data untouched.
|
||||
|
||||
It **must** be called on every value that originates from an untrusted
|
||||
source (e.g. ``req.get_json()``) *before* the value is passed to
|
||||
``deserialize_value`` / ``decode_checkpoint_value``.
|
||||
"""
|
||||
if isinstance(data, dict):
|
||||
if _PICKLE_MARKER in data or _TYPE_MARKER in data:
|
||||
logger.debug("Stripped pickle/type markers from untrusted input.")
|
||||
return None
|
||||
typed_dict = cast(dict[str, Any], data)
|
||||
return {k: strip_pickle_markers(v) for k, v in typed_dict.items()}
|
||||
|
||||
if isinstance(data, list):
|
||||
typed_list = cast(list[Any], data) # type: ignore[redundant-cast]
|
||||
return [strip_pickle_markers(item) for item in typed_list]
|
||||
|
||||
return data
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# Serialize / Deserialize
|
||||
# ============================================================================
|
||||
@@ -117,7 +157,10 @@ def reconstruct_to_type(value: Any, target_type: type) -> Any:
|
||||
if not isinstance(value, dict):
|
||||
return value
|
||||
|
||||
# Try decoding if data has pickle markers (from checkpoint encoding)
|
||||
# Try decoding if data has pickle markers (from checkpoint encoding).
|
||||
# NOTE: This function is general-purpose. Callers that handle untrusted
|
||||
# data (e.g. HITL responses) MUST call strip_pickle_markers() before
|
||||
# passing data here. See _deserialize_hitl_response in _workflow.py.
|
||||
decoded = deserialize_value(value)
|
||||
if not isinstance(decoded, dict):
|
||||
return decoded
|
||||
|
||||
@@ -50,7 +50,7 @@ from azure.durable_functions import DurableOrchestrationContext
|
||||
|
||||
from ._context import CapturingRunnerContext
|
||||
from ._orchestration import AzureFunctionsAgentExecutor
|
||||
from ._serialization import deserialize_value, reconstruct_to_type, resolve_type, serialize_value
|
||||
from ._serialization import deserialize_value, reconstruct_to_type, resolve_type, serialize_value, strip_pickle_markers
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
@@ -961,6 +961,13 @@ def _deserialize_hitl_response(response_data: Any, response_type_str: str | None
|
||||
type(response_data).__name__,
|
||||
)
|
||||
|
||||
if response_data is None:
|
||||
return None
|
||||
|
||||
# Sanitize untrusted external input before deserialization.
|
||||
# HITL response data originates from an HTTP POST and must not contain
|
||||
# pickle/type markers that would reach pickle.loads().
|
||||
response_data = strip_pickle_markers(response_data)
|
||||
if response_data is None:
|
||||
return None
|
||||
|
||||
@@ -969,7 +976,7 @@ def _deserialize_hitl_response(response_data: Any, response_type_str: str | None
|
||||
logger.debug("Response data is not a dict, returning as-is: %s", type(response_data).__name__)
|
||||
return response_data
|
||||
|
||||
# Try to deserialize using the type hint
|
||||
# Try to reconstruct using the type hint (Pydantic / dataclass)
|
||||
if response_type_str:
|
||||
response_type = resolve_type(response_type_str)
|
||||
if response_type:
|
||||
@@ -979,6 +986,8 @@ def _deserialize_hitl_response(response_data: Any, response_type_str: str | None
|
||||
return result
|
||||
logger.warning("Could not resolve response type: %s", response_type_str)
|
||||
|
||||
# Fall back to generic deserialization
|
||||
logger.debug("Falling back to generic deserialization")
|
||||
return deserialize_value(response_data)
|
||||
# No type hint available - return the sanitized dict as-is.
|
||||
# We intentionally do NOT call deserialize_value() here because HITL
|
||||
# response data is untrusted and must never flow into pickle.loads().
|
||||
logger.debug("No type hint; returning sanitized data as-is")
|
||||
return response_data # type: ignore[reportUnknownVariableType]
|
||||
|
||||
@@ -21,6 +21,7 @@ from agent_framework_azurefunctions._serialization import (
|
||||
deserialize_value,
|
||||
reconstruct_to_type,
|
||||
serialize_value,
|
||||
strip_pickle_markers,
|
||||
)
|
||||
|
||||
|
||||
@@ -353,7 +354,11 @@ class TestReconstructToType:
|
||||
assert result.comment == "Great"
|
||||
|
||||
def test_reconstruct_from_checkpoint_markers(self) -> None:
|
||||
"""Test that data with checkpoint markers is decoded via deserialize_value."""
|
||||
"""Test that data with checkpoint markers is decoded via deserialize_value.
|
||||
|
||||
reconstruct_to_type is general-purpose and handles trusted checkpoint
|
||||
data. Untrusted HITL callers must call strip_pickle_markers() first.
|
||||
"""
|
||||
original = SampleData(value=99, name="marker-test")
|
||||
encoded = serialize_value(original)
|
||||
|
||||
@@ -372,3 +377,73 @@ class TestReconstructToType:
|
||||
result = reconstruct_to_type(data, Unrelated)
|
||||
|
||||
assert result == data
|
||||
|
||||
def test_reconstruct_strips_injected_pickle_markers(self) -> None:
|
||||
"""End-to-end: strip_pickle_markers + reconstruct_to_type blocks attack.
|
||||
|
||||
This mirrors the real HITL flow where callers sanitize before reconstruction.
|
||||
"""
|
||||
malicious = {"__pickled__": "gASVDgAAAAAAAACMBHRlc3SULg==", "__type__": "builtins:str"}
|
||||
sanitized = strip_pickle_markers(malicious)
|
||||
result = reconstruct_to_type(sanitized, str)
|
||||
assert result is None
|
||||
|
||||
|
||||
class TestStripPickleMarkers:
|
||||
"""Security tests for strip_pickle_markers — the defence-in-depth layer
|
||||
that prevents untrusted HTTP input from reaching pickle.loads()."""
|
||||
|
||||
def test_strips_top_level_pickle_marker(self) -> None:
|
||||
"""A dict containing __pickled__ must be replaced with None."""
|
||||
data = {"__pickled__": "PAYLOAD", "__type__": "os:system"}
|
||||
assert strip_pickle_markers(data) is None
|
||||
|
||||
def test_strips_top_level_type_marker_only(self) -> None:
|
||||
"""Even __type__ alone (without __pickled__) must be neutralised."""
|
||||
data = {"__type__": "os:system", "other": "value"}
|
||||
assert strip_pickle_markers(data) is None
|
||||
|
||||
def test_strips_nested_pickle_marker(self) -> None:
|
||||
"""Pickle markers nested inside a dict must be neutralised."""
|
||||
data = {"safe": "value", "nested": {"__pickled__": "PAYLOAD", "__type__": "os:system"}}
|
||||
result = strip_pickle_markers(data)
|
||||
assert result == {"safe": "value", "nested": None}
|
||||
|
||||
def test_strips_pickle_marker_in_list(self) -> None:
|
||||
"""Pickle markers inside a list element must be neutralised."""
|
||||
data = [{"__pickled__": "PAYLOAD"}, "safe"]
|
||||
result = strip_pickle_markers(data)
|
||||
assert result == [None, "safe"]
|
||||
|
||||
def test_strips_deeply_nested_marker(self) -> None:
|
||||
"""Deeply nested pickle markers must be neutralised."""
|
||||
data = {"a": {"b": {"c": {"__pickled__": "deep"}}}}
|
||||
result = strip_pickle_markers(data)
|
||||
assert result == {"a": {"b": {"c": None}}}
|
||||
|
||||
def test_preserves_safe_dict(self) -> None:
|
||||
"""Dicts without pickle markers must be left untouched."""
|
||||
data = {"approved": True, "reason": "Looks good"}
|
||||
assert strip_pickle_markers(data) == data
|
||||
|
||||
def test_preserves_primitives(self) -> None:
|
||||
"""Primitive values must pass through unchanged."""
|
||||
assert strip_pickle_markers("hello") == "hello"
|
||||
assert strip_pickle_markers(42) == 42
|
||||
assert strip_pickle_markers(None) is None
|
||||
assert strip_pickle_markers(True) is True
|
||||
|
||||
def test_preserves_safe_list(self) -> None:
|
||||
"""Lists without pickle markers must be left untouched."""
|
||||
data = [1, "two", {"key": "value"}]
|
||||
assert strip_pickle_markers(data) == data
|
||||
|
||||
def test_mixed_safe_and_malicious(self) -> None:
|
||||
"""Only the malicious entries should be stripped; safe entries remain."""
|
||||
data = {
|
||||
"user_input": "hello",
|
||||
"evil": {"__pickled__": "PAYLOAD", "__type__": "os:system"},
|
||||
"count": 42,
|
||||
}
|
||||
result = strip_pickle_markers(data)
|
||||
assert result == {"user_input": "hello", "evil": None, "count": 42}
|
||||
|
||||
@@ -33,7 +33,13 @@ from ._clients import BaseChatClient, SupportsChatGetResponse
|
||||
from ._mcp import LOG_LEVEL_MAPPING, MCPTool
|
||||
from ._middleware import AgentMiddlewareLayer, MiddlewareTypes
|
||||
from ._serialization import SerializationMixin
|
||||
from ._sessions import AgentSession, BaseContextProvider, BaseHistoryProvider, InMemoryHistoryProvider, SessionContext
|
||||
from ._sessions import (
|
||||
AgentSession,
|
||||
BaseContextProvider,
|
||||
BaseHistoryProvider,
|
||||
InMemoryHistoryProvider,
|
||||
SessionContext,
|
||||
)
|
||||
from ._tools import (
|
||||
FunctionInvocationLayer,
|
||||
FunctionTool,
|
||||
@@ -532,7 +538,14 @@ class BaseAgent(SerializationMixin):
|
||||
|
||||
if stream_callback is None:
|
||||
# Use non-streaming mode
|
||||
return (await self.run(input_text, stream=False, session=parent_session, **forwarded_kwargs)).text
|
||||
return (
|
||||
await self.run(
|
||||
input_text,
|
||||
stream=False,
|
||||
session=parent_session,
|
||||
**forwarded_kwargs,
|
||||
)
|
||||
).text
|
||||
|
||||
# Use streaming mode - accumulate updates and create final response
|
||||
response_updates: list[AgentResponseUpdate] = []
|
||||
@@ -951,7 +964,9 @@ class RawAgent(BaseAgent, Generic[OptionsCoT]): # type: ignore[misc]
|
||||
**ctx["filtered_kwargs"],
|
||||
)
|
||||
|
||||
def _propagate_conversation_id(update: AgentResponseUpdate) -> AgentResponseUpdate:
|
||||
def _propagate_conversation_id(
|
||||
update: AgentResponseUpdate,
|
||||
) -> AgentResponseUpdate:
|
||||
"""Eagerly propagate conversation_id to session as updates arrive.
|
||||
|
||||
This ensures session.service_session_id is set even when the user
|
||||
@@ -975,8 +990,8 @@ class RawAgent(BaseAgent, Generic[OptionsCoT]): # type: ignore[misc]
|
||||
return self._finalize_response_updates(updates, response_format=rf)
|
||||
|
||||
return (
|
||||
ResponseStream # type: ignore[reportUnknownMemberType]
|
||||
.from_awaitable(_get_stream())
|
||||
ResponseStream
|
||||
.from_awaitable(_get_stream()) # type: ignore[reportUnknownMemberType]
|
||||
.map(
|
||||
transform=partial(
|
||||
map_chat_to_agent_update,
|
||||
@@ -1002,7 +1017,9 @@ class RawAgent(BaseAgent, Generic[OptionsCoT]): # type: ignore[misc]
|
||||
)
|
||||
|
||||
@staticmethod
|
||||
def _extract_conversation_id_from_streaming_response(response: AgentResponse[Any]) -> str | None:
|
||||
def _extract_conversation_id_from_streaming_response(
|
||||
response: AgentResponse[Any],
|
||||
) -> str | None:
|
||||
"""Extract conversation_id from streaming raw updates, if present."""
|
||||
raw = response.raw_representation
|
||||
if raw is None:
|
||||
@@ -1039,6 +1056,10 @@ class RawAgent(BaseAgent, Generic[OptionsCoT]): # type: ignore[misc]
|
||||
|
||||
input_messages = normalize_messages(messages)
|
||||
|
||||
# `store` in runtime or agent options takes precedence over client-level storage
|
||||
# indicators. An explicit `store=False` forces local (in-memory) history injection,
|
||||
# even if the client is configured to use service-side storage by default.
|
||||
store_ = opts.get("store", self.default_options.get("store", getattr(self.client, "STORES_BY_DEFAULT", False)))
|
||||
# Auto-inject InMemoryHistoryProvider when session is provided, no context providers
|
||||
# registered, and no service-side storage indicators
|
||||
if (
|
||||
@@ -1046,8 +1067,7 @@ class RawAgent(BaseAgent, Generic[OptionsCoT]): # type: ignore[misc]
|
||||
and not self.context_providers
|
||||
and not session.service_session_id
|
||||
and not opts.get("conversation_id")
|
||||
and not opts.get("store")
|
||||
and not (getattr(self.client, "STORES_BY_DEFAULT", False) and opts.get("store") is not False)
|
||||
and not store_
|
||||
):
|
||||
self.context_providers.append(InMemoryHistoryProvider())
|
||||
|
||||
|
||||
@@ -2776,6 +2776,7 @@ class ResponseStream(AsyncIterable[UpdateT], Generic[UpdateT, FinalT]):
|
||||
except StopAsyncIteration:
|
||||
self._consumed = True
|
||||
await self._run_cleanup_hooks()
|
||||
await self.get_final_response()
|
||||
raise
|
||||
except Exception:
|
||||
await self._run_cleanup_hooks()
|
||||
@@ -2825,34 +2826,38 @@ class ResponseStream(AsyncIterable[UpdateT], Generic[UpdateT, FinalT]):
|
||||
await self._get_stream()
|
||||
if self._inner_stream is None:
|
||||
raise RuntimeError("Inner stream not available")
|
||||
if not self._finalized:
|
||||
if not self._finalized and not self._consumed:
|
||||
# Consume outer stream (which delegates to inner) if not already consumed
|
||||
if not self._consumed:
|
||||
async for _ in self:
|
||||
pass
|
||||
async for _ in self:
|
||||
pass
|
||||
|
||||
# First, finalize the inner stream and run its result hooks
|
||||
# Re-check: __anext__ auto-finalization may have already finalized this stream
|
||||
if not self._finalized:
|
||||
# This ensures inner post-processing (e.g., context provider notifications) runs
|
||||
inner_stream = self._inner_stream
|
||||
inner_result: Any
|
||||
if inner_stream._finalizer is not None:
|
||||
inner_finalizer = inner_stream._finalizer
|
||||
inner_result = inner_finalizer(inner_stream._updates)
|
||||
if isawaitable(inner_result):
|
||||
inner_result = await inner_result
|
||||
else:
|
||||
inner_result = list(inner_stream._updates)
|
||||
# Skip if inner stream was already finalized (e.g., via auto-finalization on iteration)
|
||||
if not self._inner_stream._finalized:
|
||||
inner_stream = self._inner_stream
|
||||
inner_result: Any
|
||||
if inner_stream._finalizer is not None:
|
||||
inner_finalizer = inner_stream._finalizer
|
||||
inner_result = inner_finalizer(inner_stream._updates)
|
||||
if isawaitable(inner_result):
|
||||
inner_result = await inner_result
|
||||
else:
|
||||
inner_result = list(inner_stream._updates)
|
||||
|
||||
# Run inner stream's result hooks
|
||||
inner_hooks = cast(list[Callable[[Any], Any | Awaitable[Any] | None]], inner_stream._result_hooks)
|
||||
for hook in inner_hooks:
|
||||
hooked_result = hook(inner_result)
|
||||
if isawaitable(hooked_result):
|
||||
hooked_result = await hooked_result
|
||||
if hooked_result is not None:
|
||||
inner_result = hooked_result
|
||||
inner_stream._final_result = inner_result
|
||||
inner_stream._finalized = True
|
||||
# Run inner stream's result hooks
|
||||
inner_hooks = cast(list[Callable[[Any], Any | Awaitable[Any] | None]], inner_stream._result_hooks)
|
||||
for hook in inner_hooks:
|
||||
hooked_result = hook(inner_result)
|
||||
if isawaitable(hooked_result):
|
||||
hooked_result = await hooked_result
|
||||
if hooked_result is not None:
|
||||
inner_result = hooked_result
|
||||
inner_stream._final_result = inner_result
|
||||
inner_stream._finalized = True
|
||||
else:
|
||||
inner_result = self._inner_stream._final_result
|
||||
|
||||
# Now finalize the outer stream with its own finalizer
|
||||
# If outer has no finalizer, use inner's result (preserves from_awaitable behavior)
|
||||
@@ -2877,12 +2882,12 @@ class ResponseStream(AsyncIterable[UpdateT], Generic[UpdateT, FinalT]):
|
||||
self._finalized = True
|
||||
return self._final_result # type: ignore[return-value]
|
||||
|
||||
if not self._finalized:
|
||||
if not self._consumed:
|
||||
async for _ in self:
|
||||
pass
|
||||
if not self._finalized and not self._consumed:
|
||||
async for _ in self:
|
||||
pass
|
||||
|
||||
# Use finalizer if configured, otherwise return collected updates
|
||||
# Re-check: __anext__ auto-finalization may have already finalized this stream
|
||||
if not self._finalized:
|
||||
result: Any
|
||||
if self._finalizer is not None:
|
||||
result = self._finalizer(self._updates)
|
||||
|
||||
@@ -50,7 +50,9 @@ async def test_agent_run_with_content(agent: SupportsAgentRun) -> None:
|
||||
|
||||
|
||||
async def test_agent_run_streaming(agent: SupportsAgentRun) -> None:
|
||||
async def collect_updates(updates: AsyncIterable[AgentResponseUpdate]) -> list[AgentResponseUpdate]:
|
||||
async def collect_updates(
|
||||
updates: AsyncIterable[AgentResponseUpdate],
|
||||
) -> list[AgentResponseUpdate]:
|
||||
return [u async for u in updates]
|
||||
|
||||
updates = await collect_updates(agent.run("test", stream=True))
|
||||
@@ -72,7 +74,9 @@ async def test_chat_client_agent_init(client: SupportsChatGetResponse) -> None:
|
||||
assert agent.description == "Test"
|
||||
|
||||
|
||||
async def test_chat_client_agent_init_with_name(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_init_with_name(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
agent_id = str(uuid4())
|
||||
agent = Agent(client=client, id=agent_id, name="Test Agent", description="Test")
|
||||
|
||||
@@ -108,7 +112,13 @@ async def test_chat_client_agent_streaming_response_format_from_default_options(
|
||||
|
||||
json_text = '{"greeting": "Hello"}'
|
||||
client.streaming_responses.append( # type: ignore[attr-defined]
|
||||
[ChatResponseUpdate(contents=[Content.from_text(json_text)], role="assistant", finish_reason="stop")]
|
||||
[
|
||||
ChatResponseUpdate(
|
||||
contents=[Content.from_text(json_text)],
|
||||
role="assistant",
|
||||
finish_reason="stop",
|
||||
)
|
||||
]
|
||||
)
|
||||
|
||||
agent = Agent(client=client, default_options={"response_format": Greeting})
|
||||
@@ -134,7 +144,13 @@ async def test_chat_client_agent_streaming_response_format_from_run_options(
|
||||
|
||||
json_text = '{"greeting": "Hi"}'
|
||||
client.streaming_responses.append( # type: ignore[attr-defined]
|
||||
[ChatResponseUpdate(contents=[Content.from_text(json_text)], role="assistant", finish_reason="stop")]
|
||||
[
|
||||
ChatResponseUpdate(
|
||||
contents=[Content.from_text(json_text)],
|
||||
role="assistant",
|
||||
finish_reason="stop",
|
||||
)
|
||||
]
|
||||
)
|
||||
|
||||
agent = Agent(client=client)
|
||||
@@ -149,14 +165,18 @@ async def test_chat_client_agent_streaming_response_format_from_run_options(
|
||||
assert result.value.greeting == "Hi"
|
||||
|
||||
|
||||
async def test_chat_client_agent_create_session(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_create_session(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
agent = Agent(client=client)
|
||||
session = agent.create_session()
|
||||
|
||||
assert isinstance(session, AgentSession)
|
||||
|
||||
|
||||
async def test_chat_client_agent_prepare_session_and_messages(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_prepare_session_and_messages(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
agent = Agent(client=client, context_providers=[InMemoryHistoryProvider()])
|
||||
@@ -175,7 +195,9 @@ async def test_chat_client_agent_prepare_session_and_messages(client: SupportsCh
|
||||
assert result_messages[1].text == "Test"
|
||||
|
||||
|
||||
async def test_prepare_session_does_not_mutate_agent_chat_options(client: SupportsChatGetResponse) -> None:
|
||||
async def test_prepare_session_does_not_mutate_agent_chat_options(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
tool = {"type": "code_interpreter"}
|
||||
agent = Agent(client=client, tools=[tool])
|
||||
|
||||
@@ -195,7 +217,9 @@ async def test_prepare_session_does_not_mutate_agent_chat_options(client: Suppor
|
||||
assert len(agent.default_options["tools"]) == 1
|
||||
|
||||
|
||||
async def test_chat_client_agent_run_with_session(chat_client_base: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_run_with_session(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
mock_response = ChatResponse(
|
||||
messages=[Message(role="assistant", contents=[Content.from_text("test response")])],
|
||||
conversation_id="123",
|
||||
@@ -357,7 +381,43 @@ async def test_chat_client_agent_streaming_session_id_set_without_get_final_resp
|
||||
assert session.service_session_id == "resp_123"
|
||||
|
||||
|
||||
async def test_chat_client_agent_update_session_messages(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_streaming_session_history_saved_without_get_final_response(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that session history is saved after streaming iteration without get_final_response().
|
||||
|
||||
Auto-finalization on iteration completion should trigger after_run providers,
|
||||
persisting conversation history to the session.
|
||||
"""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
chat_client_base.streaming_responses = [
|
||||
[
|
||||
ChatResponseUpdate(
|
||||
contents=[Content.from_text("Hello Alice!")],
|
||||
role="assistant",
|
||||
response_id="resp_1",
|
||||
finish_reason="stop",
|
||||
),
|
||||
]
|
||||
]
|
||||
|
||||
agent = Agent(client=chat_client_base)
|
||||
session = agent.create_session()
|
||||
|
||||
# Only iterate — do NOT call get_final_response()
|
||||
async for _ in agent.run("My name is Alice", session=session, stream=True):
|
||||
pass
|
||||
|
||||
chat_messages: list[Message] = session.state.get(InMemoryHistoryProvider.DEFAULT_SOURCE_ID, {}).get("messages", [])
|
||||
assert len(chat_messages) == 2
|
||||
assert chat_messages[0].text == "My name is Alice"
|
||||
assert chat_messages[1].text == "Hello Alice!"
|
||||
|
||||
|
||||
async def test_chat_client_agent_update_session_messages(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
agent = Agent(client=client)
|
||||
@@ -376,7 +436,9 @@ async def test_chat_client_agent_update_session_messages(client: SupportsChatGet
|
||||
assert chat_messages[1].text == "test response"
|
||||
|
||||
|
||||
async def test_chat_client_agent_update_session_conversation_id_missing(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_update_session_conversation_id_missing(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
agent = Agent(client=client)
|
||||
session = agent.get_session(service_session_id="123")
|
||||
|
||||
@@ -384,7 +446,9 @@ async def test_chat_client_agent_update_session_conversation_id_missing(client:
|
||||
assert session.service_session_id == "123"
|
||||
|
||||
|
||||
async def test_chat_client_agent_default_author_name(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_default_author_name(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
# Name is not specified here, so default name should be used
|
||||
agent = Agent(client=client)
|
||||
|
||||
@@ -393,7 +457,9 @@ async def test_chat_client_agent_default_author_name(client: SupportsChatGetResp
|
||||
assert result.messages[0].author_name == "UnnamedAgent"
|
||||
|
||||
|
||||
async def test_chat_client_agent_author_name_as_agent_name(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_author_name_as_agent_name(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
# Name is specified here, so it should be used as author name
|
||||
agent = Agent(client=client, name="TestAgent")
|
||||
|
||||
@@ -402,11 +468,17 @@ async def test_chat_client_agent_author_name_as_agent_name(client: SupportsChatG
|
||||
assert result.messages[0].author_name == "TestAgent"
|
||||
|
||||
|
||||
async def test_chat_client_agent_author_name_is_used_from_response(chat_client_base: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_client_agent_author_name_is_used_from_response(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
chat_client_base.run_responses = [
|
||||
ChatResponse(
|
||||
messages=[
|
||||
Message(role="assistant", contents=[Content.from_text("test response")], author_name="TestAuthor")
|
||||
Message(
|
||||
role="assistant",
|
||||
contents=[Content.from_text("test response")],
|
||||
author_name="TestAuthor",
|
||||
)
|
||||
]
|
||||
)
|
||||
]
|
||||
@@ -442,7 +514,9 @@ class MockContextProvider(BaseContextProvider):
|
||||
self.new_messages.extend(context.response.messages)
|
||||
|
||||
|
||||
async def test_chat_agent_context_providers_model_before_run(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_context_providers_model_before_run(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that context providers' before_run is called during agent run."""
|
||||
mock_provider = MockContextProvider(messages=[Message(role="system", text="Test context instructions")])
|
||||
agent = Agent(client=client, context_providers=[mock_provider])
|
||||
@@ -452,7 +526,9 @@ async def test_chat_agent_context_providers_model_before_run(client: SupportsCha
|
||||
assert mock_provider.before_run_called
|
||||
|
||||
|
||||
async def test_chat_agent_context_providers_after_run(chat_client_base: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_context_providers_after_run(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that context providers' after_run is called during agent run."""
|
||||
mock_provider = MockContextProvider()
|
||||
chat_client_base.run_responses = [
|
||||
@@ -471,7 +547,9 @@ async def test_chat_agent_context_providers_after_run(chat_client_base: Supports
|
||||
assert mock_provider.last_service_session_id == "test-thread-id"
|
||||
|
||||
|
||||
async def test_chat_agent_context_providers_messages_adding(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_context_providers_messages_adding(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that context providers' after_run is called during agent run."""
|
||||
mock_provider = MockContextProvider()
|
||||
agent = Agent(client=client, context_providers=[mock_provider])
|
||||
@@ -483,10 +561,16 @@ async def test_chat_agent_context_providers_messages_adding(client: SupportsChat
|
||||
assert len(mock_provider.new_messages) >= 2
|
||||
|
||||
|
||||
async def test_chat_agent_context_instructions_in_messages(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_context_instructions_in_messages(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that AI context instructions are included in messages."""
|
||||
mock_provider = MockContextProvider(messages=[Message(role="system", text="Context-specific instructions")])
|
||||
agent = Agent(client=client, instructions="Agent instructions", context_providers=[mock_provider])
|
||||
agent = Agent(
|
||||
client=client,
|
||||
instructions="Agent instructions",
|
||||
context_providers=[mock_provider],
|
||||
)
|
||||
|
||||
# We need to test the _prepare_session_and_messages method directly
|
||||
session_context, _ = await agent._prepare_session_and_messages( # type: ignore[reportPrivateUsage]
|
||||
@@ -503,10 +587,16 @@ async def test_chat_agent_context_instructions_in_messages(client: SupportsChatG
|
||||
# instructions system message is added by a client
|
||||
|
||||
|
||||
async def test_chat_agent_no_context_instructions(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_no_context_instructions(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test behavior when AI context has no instructions."""
|
||||
mock_provider = MockContextProvider()
|
||||
agent = Agent(client=client, instructions="Agent instructions", context_providers=[mock_provider])
|
||||
agent = Agent(
|
||||
client=client,
|
||||
instructions="Agent instructions",
|
||||
context_providers=[mock_provider],
|
||||
)
|
||||
|
||||
session_context, _ = await agent._prepare_session_and_messages( # type: ignore[reportPrivateUsage]
|
||||
session=None, input_messages=[Message(role="user", text="Hello")]
|
||||
@@ -519,7 +609,9 @@ async def test_chat_agent_no_context_instructions(client: SupportsChatGetRespons
|
||||
assert messages[0].text == "Hello"
|
||||
|
||||
|
||||
async def test_chat_agent_run_stream_context_providers(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_run_stream_context_providers(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that context providers work with run method."""
|
||||
mock_provider = MockContextProvider(messages=[Message(role="system", text="Stream context instructions")])
|
||||
agent = Agent(client=client, context_providers=[mock_provider])
|
||||
@@ -537,7 +629,9 @@ async def test_chat_agent_run_stream_context_providers(client: SupportsChatGetRe
|
||||
assert mock_provider.after_run_called
|
||||
|
||||
|
||||
async def test_chat_agent_context_providers_with_service_session_id(chat_client_base: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_context_providers_with_service_session_id(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test context providers with service-managed session."""
|
||||
mock_provider = MockContextProvider()
|
||||
chat_client_base.run_responses = [
|
||||
@@ -570,7 +664,9 @@ async def test_chat_agent_as_tool_basic(client: SupportsChatGetResponse) -> None
|
||||
assert hasattr(tool, "input_model")
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_custom_parameters(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_custom_parameters(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test as_tool with custom parameters."""
|
||||
agent = Agent(client=client, name="TestAgent", description="Original description")
|
||||
|
||||
@@ -618,7 +714,9 @@ async def test_chat_agent_as_tool_no_name(client: SupportsChatGetResponse) -> No
|
||||
agent.as_tool()
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_function_execution(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_function_execution(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that the generated FunctionTool can be executed."""
|
||||
agent = Agent(client=client, name="TestAgent", description="Test agent")
|
||||
|
||||
@@ -632,7 +730,9 @@ async def test_chat_agent_as_tool_function_execution(client: SupportsChatGetResp
|
||||
assert result == "test response" # From mock chat client
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_with_stream_callback(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_with_stream_callback(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test as_tool with stream callback functionality."""
|
||||
agent = Agent(client=client, name="StreamingAgent")
|
||||
|
||||
@@ -655,7 +755,9 @@ async def test_chat_agent_as_tool_with_stream_callback(client: SupportsChatGetRe
|
||||
assert result == expected_text
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_with_custom_arg_name(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_with_custom_arg_name(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test as_tool with custom argument name."""
|
||||
agent = Agent(client=client, name="CustomArgAgent")
|
||||
|
||||
@@ -666,7 +768,9 @@ async def test_chat_agent_as_tool_with_custom_arg_name(client: SupportsChatGetRe
|
||||
assert result == "test response"
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_with_async_stream_callback(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_with_async_stream_callback(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test as_tool with async stream callback functionality."""
|
||||
agent = Agent(client=client, name="AsyncStreamingAgent")
|
||||
|
||||
@@ -689,7 +793,9 @@ async def test_chat_agent_as_tool_with_async_stream_callback(client: SupportsCha
|
||||
assert result == expected_text
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_name_sanitization(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_name_sanitization(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test as_tool name sanitization."""
|
||||
test_cases = [
|
||||
("Invoice & Billing Agent", "Invoice_Billing_Agent"),
|
||||
@@ -707,7 +813,9 @@ async def test_chat_agent_as_tool_name_sanitization(client: SupportsChatGetRespo
|
||||
assert tool.name == expected_tool_name, f"Expected {expected_tool_name}, got {tool.name} for input {agent_name}"
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_propagate_session_true(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_propagate_session_true(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that propagate_session=True forwards the parent's session to the sub-agent."""
|
||||
agent = Agent(client=client, name="SubAgent", description="Sub agent")
|
||||
tool = agent.as_tool(propagate_session=True)
|
||||
@@ -733,7 +841,9 @@ async def test_chat_agent_as_tool_propagate_session_true(client: SupportsChatGet
|
||||
assert captured_session.state["shared_key"] == "shared_value"
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_propagate_session_false_by_default(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_propagate_session_false_by_default(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that propagate_session defaults to False and does not forward the session."""
|
||||
agent = Agent(client=client, name="SubAgent", description="Sub agent")
|
||||
tool = agent.as_tool() # default: propagate_session=False
|
||||
@@ -755,7 +865,9 @@ async def test_chat_agent_as_tool_propagate_session_false_by_default(client: Sup
|
||||
assert captured_session is None
|
||||
|
||||
|
||||
async def test_chat_agent_as_tool_propagate_session_shares_state(client: SupportsChatGetResponse) -> None:
|
||||
async def test_chat_agent_as_tool_propagate_session_shares_state(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Test that shared session allows the sub-agent to read and write parent's state."""
|
||||
agent = Agent(client=client, name="SubAgent", description="Sub agent")
|
||||
tool = agent.as_tool(propagate_session=True)
|
||||
@@ -824,13 +936,20 @@ async def test_chat_agent_with_local_mcp_tools(client: SupportsChatGetResponse)
|
||||
|
||||
# Test agent with MCP tools in constructor
|
||||
with contextlib.suppress(Exception):
|
||||
agent = Agent(client=client, name="TestAgent", description="Test agent", tools=[mock_mcp_tool])
|
||||
agent = Agent(
|
||||
client=client,
|
||||
name="TestAgent",
|
||||
description="Test agent",
|
||||
tools=[mock_mcp_tool],
|
||||
)
|
||||
# Test async context manager with MCP tools
|
||||
async with agent:
|
||||
pass
|
||||
|
||||
|
||||
async def test_mcp_tools_not_duplicated_when_passed_as_runtime_tools(chat_client_base: Any) -> None:
|
||||
async def test_mcp_tools_not_duplicated_when_passed_as_runtime_tools(
|
||||
chat_client_base: Any,
|
||||
) -> None:
|
||||
"""Test that MCP tool functions from self.mcp_tools are not duplicated when already present in runtime tools."""
|
||||
captured_options: list[dict[str, Any]] = []
|
||||
|
||||
@@ -891,7 +1010,11 @@ async def test_agent_tool_receives_session_in_kwargs(chat_client_base: Any) -> N
|
||||
messages=Message(
|
||||
role="assistant",
|
||||
contents=[
|
||||
Content.from_function_call(call_id="1", name="echo_session_info", arguments='{"text": "hello"}')
|
||||
Content.from_function_call(
|
||||
call_id="1",
|
||||
name="echo_session_info",
|
||||
arguments='{"text": "hello"}',
|
||||
)
|
||||
],
|
||||
)
|
||||
),
|
||||
@@ -901,7 +1024,11 @@ async def test_agent_tool_receives_session_in_kwargs(chat_client_base: Any) -> N
|
||||
agent = Agent(client=chat_client_base, tools=[echo_session_info])
|
||||
session = agent.create_session()
|
||||
|
||||
result = await agent.run("hello", session=session, options={"additional_function_arguments": {"session": session}})
|
||||
result = await agent.run(
|
||||
"hello",
|
||||
session=session,
|
||||
options={"additional_function_arguments": {"session": session}},
|
||||
)
|
||||
|
||||
assert result.text == "done"
|
||||
assert captured.get("has_session") is True
|
||||
@@ -1343,7 +1470,9 @@ def test_chat_agent_calls_update_agent_name_on_client():
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_chat_agent_context_provider_adds_tools_when_agent_has_none(chat_client_base: SupportsChatGetResponse):
|
||||
async def test_chat_agent_context_provider_adds_tools_when_agent_has_none(
|
||||
chat_client_base: SupportsChatGetResponse,
|
||||
):
|
||||
"""Test that context provider tools are used when agent has no default tools."""
|
||||
|
||||
@tool
|
||||
@@ -1405,7 +1534,9 @@ async def test_chat_agent_context_provider_adds_instructions_when_agent_has_none
|
||||
# region STORES_BY_DEFAULT tests
|
||||
|
||||
|
||||
async def test_stores_by_default_skips_inmemory_injection(client: SupportsChatGetResponse) -> None:
|
||||
async def test_stores_by_default_skips_inmemory_injection(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Client with STORES_BY_DEFAULT=True should not auto-inject InMemoryHistoryProvider."""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
@@ -1421,7 +1552,9 @@ async def test_stores_by_default_skips_inmemory_injection(client: SupportsChatGe
|
||||
assert not any(isinstance(p, InMemoryHistoryProvider) for p in agent.context_providers)
|
||||
|
||||
|
||||
async def test_stores_by_default_false_injects_inmemory(client: SupportsChatGetResponse) -> None:
|
||||
async def test_stores_by_default_false_injects_inmemory(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Client with STORES_BY_DEFAULT=False (default) should auto-inject InMemoryHistoryProvider."""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
@@ -1434,7 +1567,9 @@ async def test_stores_by_default_false_injects_inmemory(client: SupportsChatGetR
|
||||
assert any(isinstance(p, InMemoryHistoryProvider) for p in agent.context_providers)
|
||||
|
||||
|
||||
async def test_stores_by_default_with_store_false_injects_inmemory(client: SupportsChatGetResponse) -> None:
|
||||
async def test_stores_by_default_with_store_false_injects_inmemory(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Client with STORES_BY_DEFAULT=True but store=False should still inject InMemoryHistoryProvider."""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
@@ -1449,7 +1584,42 @@ async def test_stores_by_default_with_store_false_injects_inmemory(client: Suppo
|
||||
assert any(isinstance(p, InMemoryHistoryProvider) for p in agent.context_providers)
|
||||
|
||||
|
||||
# endregion
|
||||
async def test_store_true_skips_inmemory_injection(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Explicitly setting store=True should not auto-inject InMemoryHistoryProvider."""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
agent = Agent(client=client)
|
||||
session = agent.create_session()
|
||||
|
||||
await agent.run("Hello", session=session, options={"store": True})
|
||||
|
||||
# User explicitly enabled server storage, so InMemoryHistoryProvider should not be injected
|
||||
assert not any(isinstance(p, InMemoryHistoryProvider) for p in agent.context_providers)
|
||||
|
||||
|
||||
async def test_stores_by_default_with_store_false_in_default_options_injects_inmemory(
|
||||
client: SupportsChatGetResponse,
|
||||
) -> None:
|
||||
"""Client with STORES_BY_DEFAULT=True but store=False in default_options should inject InMemoryHistoryProvider.
|
||||
|
||||
This covers the regression where store=False is set via Agent(..., default_options={"store": False})
|
||||
with no per-run override while the client has STORES_BY_DEFAULT=True.
|
||||
"""
|
||||
from agent_framework._sessions import InMemoryHistoryProvider
|
||||
|
||||
client.STORES_BY_DEFAULT = True # type: ignore[attr-defined]
|
||||
|
||||
# Set store=False at agent initialization via default_options, not at run-time
|
||||
agent = Agent(client=client, default_options={"store": False})
|
||||
session = agent.create_session()
|
||||
|
||||
# Run without any per-run options override
|
||||
await agent.run("Hello", session=session)
|
||||
|
||||
# User explicitly disabled server storage in default_options, so InMemoryHistoryProvider should be injected
|
||||
assert any(isinstance(p, InMemoryHistoryProvider) for p in agent.context_providers)
|
||||
|
||||
|
||||
# endregion
|
||||
|
||||
@@ -2666,6 +2666,58 @@ class TestResponseStreamBasicIteration:
|
||||
assert stream.updates[0].text == "update_0"
|
||||
assert stream.updates[1].text == "update_1"
|
||||
|
||||
async def test_auto_finalize_on_iteration_completion(self) -> None:
|
||||
"""Stream auto-finalizes when async iteration completes."""
|
||||
stream = ResponseStream(_generate_updates(2), finalizer=_combine_updates)
|
||||
|
||||
async for _ in stream:
|
||||
pass
|
||||
|
||||
assert stream._finalized is True
|
||||
assert stream._final_result is not None
|
||||
assert stream._final_result.text == "update_0update_1"
|
||||
|
||||
async def test_auto_finalize_runs_result_hooks(self) -> None:
|
||||
"""Result hooks run automatically when iteration completes."""
|
||||
hook_called = {"value": False}
|
||||
|
||||
def tracking_hook(response: ChatResponse) -> ChatResponse:
|
||||
hook_called["value"] = True
|
||||
response.additional_properties["auto_finalized"] = True
|
||||
return response
|
||||
|
||||
stream = ResponseStream(
|
||||
_generate_updates(2),
|
||||
finalizer=_combine_updates,
|
||||
result_hooks=[tracking_hook],
|
||||
)
|
||||
|
||||
async for _ in stream:
|
||||
pass
|
||||
|
||||
assert hook_called["value"] is True
|
||||
final = await stream.get_final_response()
|
||||
assert final.additional_properties["auto_finalized"] is True
|
||||
|
||||
async def test_get_final_response_idempotent_after_auto_finalize(self) -> None:
|
||||
"""get_final_response returns cached result after auto-finalization."""
|
||||
call_count = {"value": 0}
|
||||
|
||||
def counting_finalizer(updates: list[ChatResponseUpdate]) -> ChatResponse:
|
||||
call_count["value"] += 1
|
||||
return _combine_updates(updates)
|
||||
|
||||
stream = ResponseStream(_generate_updates(2), finalizer=counting_finalizer)
|
||||
|
||||
async for _ in stream:
|
||||
pass
|
||||
|
||||
final1 = await stream.get_final_response()
|
||||
final2 = await stream.get_final_response()
|
||||
|
||||
assert call_count["value"] == 1
|
||||
assert final1.text == final2.text
|
||||
|
||||
|
||||
class TestResponseStreamTransformHooks:
|
||||
"""Tests for transform hooks (per-update processing)."""
|
||||
|
||||
@@ -22,7 +22,7 @@ export AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME="gpt-4o" # optional, defaults to
|
||||
|---|------|-------------------|
|
||||
| 1 | [01_hello_agent.py](01_hello_agent.py) | Create your first agent and run it (streaming and non-streaming). |
|
||||
| 2 | [02_add_tools.py](02_add_tools.py) | Define a function tool with `@tool` and attach it to an agent. |
|
||||
| 3 | [03_multi_turn.py](03_multi_turn.py) | Keep conversation history across turns with `AgentThread`. |
|
||||
| 3 | [03_multi_turn.py](03_multi_turn.py) | Keep conversation history across turns with `AgentSession`. |
|
||||
| 4 | [04_memory.py](04_memory.py) | Add dynamic context with a custom `ContextProvider`. |
|
||||
| 5 | [05_first_workflow.py](05_first_workflow.py) | Chain executors into a workflow with edges. |
|
||||
| 6 | [06_host_your_agent.py](06_host_your_agent.py) | Host a single agent with Azure Functions. |
|
||||
|
||||
@@ -2,6 +2,7 @@
|
||||
|
||||
import asyncio
|
||||
|
||||
from agent_framework import Message
|
||||
from agent_framework.openai import OpenAIChatClient
|
||||
from dotenv import load_dotenv
|
||||
|
||||
@@ -28,7 +29,7 @@ async def main() -> None:
|
||||
client = OpenAIChatClient()
|
||||
|
||||
try:
|
||||
task = asyncio.create_task(client.get_response(messages=["Tell me a fantasy story."]))
|
||||
task = asyncio.create_task(client.get_response(messages=[Message(role="user", text="Tell me a fantasy story.")]))
|
||||
await asyncio.sleep(1)
|
||||
task.cancel()
|
||||
await task
|
||||
|
||||
@@ -1,34 +1,57 @@
|
||||
# A2A Agent Examples
|
||||
|
||||
This folder contains examples demonstrating how to create and use agents with the A2A (Agent2Agent) protocol from the `agent_framework` package to communicate with remote A2A agents.
|
||||
This sample demonstrates how to host and consume agents using the [A2A (Agent2Agent) protocol](https://a2a-protocol.org/latest/) with the `agent_framework` package. There are two runnable entry points:
|
||||
|
||||
By default the A2AAgent waits for the remote agent to finish before returning (`background=False`), so long-running A2A tasks are handled transparently. For advanced scenarios where you need to poll or resubscribe to in-progress tasks using continuation tokens, see the [background responses sample](../../02-agents/background_responses.py).
|
||||
| Run this file | To... |
|
||||
|---------------|-------|
|
||||
| **[`a2a_server.py`](a2a_server.py)** | Host an Agent Framework agent as an A2A-compliant server. |
|
||||
| **[`agent_with_a2a.py`](agent_with_a2a.py)** | Connect to an A2A server and send requests (non-streaming and streaming). |
|
||||
|
||||
For more information about the A2A protocol specification, visit: https://a2a-protocol.org/latest/
|
||||
|
||||
## Examples
|
||||
The remaining files are supporting modules used by the server:
|
||||
|
||||
| File | Description |
|
||||
|------|-------------|
|
||||
| [`agent_with_a2a.py`](agent_with_a2a.py) | Demonstrates agent discovery, non-streaming and streaming responses using the A2A protocol. |
|
||||
| [`agent_definitions.py`](agent_definitions.py) | Agent and AgentCard factory definitions for invoice, policy, and logistics agents. |
|
||||
| [`agent_executor.py`](agent_executor.py) | Bridges the a2a-sdk `AgentExecutor` interface to Agent Framework agents. |
|
||||
| [`invoice_data.py`](invoice_data.py) | Mock invoice data and tool functions for the invoice agent. |
|
||||
| [`a2a_server.http`](a2a_server.http) | REST Client requests for testing the server directly from VS Code. |
|
||||
|
||||
## Environment Variables
|
||||
|
||||
Make sure to set the following environment variables before running the example:
|
||||
Make sure to set the following environment variables before running the examples:
|
||||
|
||||
### Required
|
||||
- `A2A_AGENT_HOST`: URL of a single A2A agent (for simple sample, e.g., `http://localhost:5001/`)
|
||||
### Required (Server)
|
||||
- `AZURE_AI_PROJECT_ENDPOINT` — Your Azure AI Foundry project endpoint
|
||||
- `AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME` — Model deployment name (e.g. `gpt-4o`)
|
||||
|
||||
### Required (Client)
|
||||
- `A2A_AGENT_HOST` — URL of the A2A server (e.g. `http://localhost:5001/`)
|
||||
|
||||
## Quick Testing with .NET A2A Servers
|
||||
## Quick Start
|
||||
|
||||
For quick testing and demonstration, you can use the pre-built .NET A2A servers from this repository:
|
||||
All commands below should be run from this directory:
|
||||
|
||||
**Quick Testing Reference**: Use the .NET A2A Client Server sample at:
|
||||
`..\agent-framework\dotnet\samples\05-end-to-end\A2AClientServer`
|
||||
|
||||
### Run Python A2A Sample
|
||||
```powershell
|
||||
# Simple A2A sample (single agent)
|
||||
cd python/samples/04-hosting/a2a
|
||||
```
|
||||
|
||||
### 1. Start the A2A Server
|
||||
|
||||
Pick an agent type and start the server (each in its own terminal):
|
||||
|
||||
```powershell
|
||||
uv run python a2a_server.py --agent-type invoice --port 5000
|
||||
uv run python a2a_server.py --agent-type policy --port 5001
|
||||
uv run python a2a_server.py --agent-type logistics --port 5002
|
||||
```
|
||||
|
||||
You can run one agent or all three — each listens on its own port.
|
||||
|
||||
### 2. Run the A2A Client
|
||||
|
||||
In a separate terminal (from the same directory), point the client at a running server:
|
||||
|
||||
```powershell
|
||||
$env:A2A_AGENT_HOST = "http://localhost:5001/"
|
||||
uv run python agent_with_a2a.py
|
||||
```
|
||||
|
||||
@@ -0,0 +1,82 @@
|
||||
### Each A2A agent is available at a different host address
|
||||
@hostInvoice = http://localhost:5000
|
||||
@hostPolicy = http://localhost:5001
|
||||
@hostLogistics = http://localhost:5002
|
||||
|
||||
### Query agent card for the invoice agent
|
||||
GET {{hostInvoice}}/.well-known/agent.json
|
||||
|
||||
### Send a message to the invoice agent
|
||||
POST {{hostInvoice}}
|
||||
Content-Type: application/json
|
||||
|
||||
{
|
||||
"id": "1",
|
||||
"jsonrpc": "2.0",
|
||||
"method": "message/send",
|
||||
"params": {
|
||||
"message": {
|
||||
"kind": "message",
|
||||
"role": "user",
|
||||
"messageId": "msg_1",
|
||||
"parts": [
|
||||
{
|
||||
"kind": "text",
|
||||
"text": "Show me all invoices for Contoso"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
### Query agent card for the policy agent
|
||||
GET {{hostPolicy}}/.well-known/agent.json
|
||||
|
||||
### Send a message to the policy agent
|
||||
POST {{hostPolicy}}
|
||||
Content-Type: application/json
|
||||
|
||||
{
|
||||
"id": "2",
|
||||
"jsonrpc": "2.0",
|
||||
"method": "message/send",
|
||||
"params": {
|
||||
"message": {
|
||||
"kind": "message",
|
||||
"role": "user",
|
||||
"messageId": "msg_2",
|
||||
"parts": [
|
||||
{
|
||||
"kind": "text",
|
||||
"text": "What is the policy for short shipments?"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
### Query agent card for the logistics agent
|
||||
GET {{hostLogistics}}/.well-known/agent.json
|
||||
|
||||
### Send a message to the logistics agent
|
||||
POST {{hostLogistics}}
|
||||
Content-Type: application/json
|
||||
|
||||
{
|
||||
"id": "3",
|
||||
"jsonrpc": "2.0",
|
||||
"method": "message/send",
|
||||
"params": {
|
||||
"message": {
|
||||
"kind": "message",
|
||||
"role": "user",
|
||||
"messageId": "msg_3",
|
||||
"parts": [
|
||||
{
|
||||
"kind": "text",
|
||||
"text": "What is the status for SHPMT-SAP-001?"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,120 @@
|
||||
# Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
import argparse
|
||||
import os
|
||||
import sys
|
||||
|
||||
import uvicorn
|
||||
from a2a.server.apps.jsonrpc.starlette_app import A2AStarletteApplication
|
||||
from a2a.server.request_handlers.default_request_handler import DefaultRequestHandler
|
||||
from a2a.server.tasks.inmemory_task_store import InMemoryTaskStore
|
||||
from agent_definitions import AGENT_CARD_FACTORIES, AGENT_FACTORIES
|
||||
from agent_executor import AgentFrameworkExecutor
|
||||
from agent_framework.azure import AzureOpenAIResponsesClient
|
||||
from azure.identity import AzureCliCredential
|
||||
from dotenv import load_dotenv
|
||||
|
||||
# Load environment variables from .env file
|
||||
load_dotenv()
|
||||
|
||||
"""
|
||||
A2A Server Sample — Host an Agent Framework agent as an A2A endpoint
|
||||
|
||||
This sample creates a Python-based A2A-compliant server that wraps an Agent
|
||||
Framework agent. The server uses the a2a-sdk's Starlette application to handle
|
||||
JSON-RPC requests and serves the AgentCard at /.well-known/agent.json.
|
||||
|
||||
Three agent types are available:
|
||||
- invoice — Answers invoice queries using mock data and function tools.
|
||||
- policy — Returns a fixed policy response.
|
||||
- logistics — Returns a fixed logistics response.
|
||||
|
||||
Usage:
|
||||
uv run python a2a_server.py --agent-type policy --port 5001
|
||||
uv run python a2a_server.py --agent-type invoice --port 5000
|
||||
uv run python a2a_server.py --agent-type logistics --port 5002
|
||||
|
||||
Environment variables:
|
||||
AZURE_AI_PROJECT_ENDPOINT — Your Azure AI Foundry project endpoint
|
||||
AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME — Model deployment name (e.g. gpt-4o)
|
||||
"""
|
||||
|
||||
|
||||
def parse_args() -> argparse.Namespace:
|
||||
parser = argparse.ArgumentParser(description="A2A Agent Server")
|
||||
parser.add_argument(
|
||||
"--agent-type",
|
||||
choices=["invoice", "policy", "logistics"],
|
||||
default="policy",
|
||||
help="Type of agent to host (default: policy)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--host",
|
||||
default="localhost",
|
||||
help="Host to bind to (default: localhost)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--port",
|
||||
type=int,
|
||||
default=5001,
|
||||
help="Port to listen on (default: 5001)",
|
||||
)
|
||||
return parser.parse_args()
|
||||
|
||||
|
||||
def main() -> None:
|
||||
args = parse_args()
|
||||
|
||||
# Validate environment
|
||||
project_endpoint = os.getenv("AZURE_AI_PROJECT_ENDPOINT")
|
||||
deployment_name = os.getenv("AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME")
|
||||
|
||||
if not project_endpoint:
|
||||
print("Error: AZURE_AI_PROJECT_ENDPOINT environment variable is not set.")
|
||||
sys.exit(1)
|
||||
if not deployment_name:
|
||||
print("Error: AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME environment variable is not set.")
|
||||
sys.exit(1)
|
||||
|
||||
# Create the LLM client
|
||||
credential = AzureCliCredential()
|
||||
client = AzureOpenAIResponsesClient(
|
||||
project_endpoint=project_endpoint,
|
||||
deployment_name=deployment_name,
|
||||
credential=credential,
|
||||
)
|
||||
|
||||
# Create the Agent Framework agent for the chosen type
|
||||
agent_factory = AGENT_FACTORIES[args.agent_type]
|
||||
agent = agent_factory(client)
|
||||
|
||||
# Build the A2A server components
|
||||
url = f"http://{args.host}:{args.port}/"
|
||||
agent_card = AGENT_CARD_FACTORIES[args.agent_type](url)
|
||||
executor = AgentFrameworkExecutor(agent)
|
||||
task_store = InMemoryTaskStore()
|
||||
request_handler = DefaultRequestHandler(
|
||||
agent_executor=executor,
|
||||
task_store=task_store,
|
||||
)
|
||||
|
||||
a2a_app = A2AStarletteApplication(
|
||||
agent_card=agent_card,
|
||||
http_handler=request_handler,
|
||||
)
|
||||
|
||||
print(f"Starting A2A server: {agent_card.name}")
|
||||
print(f" Agent type : {args.agent_type}")
|
||||
print(f" Listening : {url}")
|
||||
print(f" Agent card : {url}.well-known/agent.json")
|
||||
print()
|
||||
|
||||
uvicorn.run(
|
||||
a2a_app.build(),
|
||||
host=args.host,
|
||||
port=args.port,
|
||||
)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,169 @@
|
||||
# Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
"""Agent definitions and AgentCard factories for the A2A server sample.
|
||||
|
||||
Provides factory functions to create Agent Framework agents and A2A
|
||||
AgentCards for the invoice, policy, and logistics agent types.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from typing import TYPE_CHECKING
|
||||
|
||||
from a2a.types import AgentCapabilities, AgentCard, AgentSkill
|
||||
from invoice_data import query_by_invoice_id, query_by_transaction_id, query_invoices
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from agent_framework import Agent
|
||||
from agent_framework.azure import AzureOpenAIResponsesClient
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Agent instructions
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
INVOICE_INSTRUCTIONS = "You specialize in handling queries related to invoices."
|
||||
|
||||
POLICY_INSTRUCTIONS = """\
|
||||
You specialize in handling queries related to policies and customer communications.
|
||||
|
||||
Always reply with exactly this text:
|
||||
|
||||
Policy: Short Shipment Dispute Handling Policy V2.1
|
||||
|
||||
Summary: "For short shipments reported by customers, first verify internal shipment records
|
||||
(SAP) and physical logistics scan data (BigQuery). If discrepancy is confirmed and logistics data
|
||||
shows fewer items packed than invoiced, issue a credit for the missing items. Document the
|
||||
resolution in SAP CRM and notify the customer via email within 2 business days, referencing the
|
||||
original invoice and the credit memo number. Use the 'Formal Credit Notification' email
|
||||
template."
|
||||
"""
|
||||
|
||||
LOGISTICS_INSTRUCTIONS = """\
|
||||
You specialize in handling queries related to logistics.
|
||||
|
||||
Always reply with exactly:
|
||||
|
||||
Shipment number: SHPMT-SAP-001
|
||||
Item: TSHIRT-RED-L
|
||||
Quantity: 900
|
||||
"""
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Agent factories
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def create_invoice_agent(client: AzureOpenAIResponsesClient) -> Agent:
|
||||
"""Create an invoice agent backed by the given client with query tools."""
|
||||
return client.as_agent(
|
||||
name="InvoiceAgent",
|
||||
instructions=INVOICE_INSTRUCTIONS,
|
||||
tools=[query_invoices, query_by_transaction_id, query_by_invoice_id],
|
||||
)
|
||||
|
||||
|
||||
def create_policy_agent(client: AzureOpenAIResponsesClient) -> Agent:
|
||||
"""Create a policy agent backed by the given client."""
|
||||
return client.as_agent(
|
||||
name="PolicyAgent",
|
||||
instructions=POLICY_INSTRUCTIONS,
|
||||
)
|
||||
|
||||
|
||||
def create_logistics_agent(client: AzureOpenAIResponsesClient) -> Agent:
|
||||
"""Create a logistics agent backed by the given client."""
|
||||
return client.as_agent(
|
||||
name="LogisticsAgent",
|
||||
instructions=LOGISTICS_INSTRUCTIONS,
|
||||
)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# AgentCard factories
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
_CAPABILITIES = AgentCapabilities(streaming=True, push_notifications=False)
|
||||
|
||||
|
||||
def get_invoice_agent_card(url: str) -> AgentCard:
|
||||
"""Return an A2A AgentCard for the invoice agent."""
|
||||
return AgentCard(
|
||||
name="InvoiceAgent",
|
||||
description="Handles requests relating to invoices.",
|
||||
url=url,
|
||||
version="1.0.0",
|
||||
default_input_modes=["text"],
|
||||
default_output_modes=["text"],
|
||||
capabilities=_CAPABILITIES,
|
||||
skills=[
|
||||
AgentSkill(
|
||||
id="id_invoice_agent",
|
||||
name="InvoiceQuery",
|
||||
description="Handles requests relating to invoices.",
|
||||
tags=["invoice", "agent-framework"],
|
||||
examples=["List the latest invoices for Contoso."],
|
||||
),
|
||||
],
|
||||
)
|
||||
|
||||
|
||||
def get_policy_agent_card(url: str) -> AgentCard:
|
||||
"""Return an A2A AgentCard for the policy agent."""
|
||||
return AgentCard(
|
||||
name="PolicyAgent",
|
||||
description="Handles requests relating to policies and customer communications.",
|
||||
url=url,
|
||||
version="1.0.0",
|
||||
default_input_modes=["text"],
|
||||
default_output_modes=["text"],
|
||||
capabilities=_CAPABILITIES,
|
||||
skills=[
|
||||
AgentSkill(
|
||||
id="id_policy_agent",
|
||||
name="PolicyAgent",
|
||||
description="Handles requests relating to policies and customer communications.",
|
||||
tags=["policy", "agent-framework"],
|
||||
examples=["What is the policy for short shipments?"],
|
||||
),
|
||||
],
|
||||
)
|
||||
|
||||
|
||||
def get_logistics_agent_card(url: str) -> AgentCard:
|
||||
"""Return an A2A AgentCard for the logistics agent."""
|
||||
return AgentCard(
|
||||
name="LogisticsAgent",
|
||||
description="Handles requests relating to logistics.",
|
||||
url=url,
|
||||
version="1.0.0",
|
||||
default_input_modes=["text"],
|
||||
default_output_modes=["text"],
|
||||
capabilities=_CAPABILITIES,
|
||||
skills=[
|
||||
AgentSkill(
|
||||
id="id_logistics_agent",
|
||||
name="LogisticsQuery",
|
||||
description="Handles requests relating to logistics.",
|
||||
tags=["logistics", "agent-framework"],
|
||||
examples=["What is the status for SHPMT-SAP-001"],
|
||||
),
|
||||
],
|
||||
)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Lookup helpers
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
AGENT_FACTORIES = {
|
||||
"invoice": create_invoice_agent,
|
||||
"policy": create_policy_agent,
|
||||
"logistics": create_logistics_agent,
|
||||
}
|
||||
|
||||
AGENT_CARD_FACTORIES = {
|
||||
"invoice": get_invoice_agent_card,
|
||||
"policy": get_policy_agent_card,
|
||||
"logistics": get_logistics_agent_card,
|
||||
}
|
||||
@@ -0,0 +1,123 @@
|
||||
# Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
"""AgentExecutor bridge between the a2a-sdk server and Agent Framework agents.
|
||||
|
||||
Implements the a2a-sdk ``AgentExecutor`` interface so that incoming A2A
|
||||
requests are forwarded to an Agent Framework agent and the response is
|
||||
published back through the a2a-sdk event queue.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import asyncio
|
||||
import uuid
|
||||
from typing import TYPE_CHECKING
|
||||
|
||||
from a2a.server.agent_execution.agent_executor import AgentExecutor
|
||||
from a2a.types import (
|
||||
Message,
|
||||
Part,
|
||||
Role,
|
||||
TaskState,
|
||||
TaskStatus,
|
||||
TaskStatusUpdateEvent,
|
||||
TextPart,
|
||||
)
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from a2a.server.agent_execution.context import RequestContext
|
||||
from a2a.server.events.event_queue import EventQueue
|
||||
from agent_framework import Agent
|
||||
|
||||
|
||||
class AgentFrameworkExecutor(AgentExecutor):
|
||||
"""Bridges A2A protocol requests to an Agent Framework agent.
|
||||
|
||||
For each incoming ``execute`` call the executor:
|
||||
1. Extracts the user's text from the A2A ``RequestContext``.
|
||||
2. Runs the Agent Framework agent (non-streaming).
|
||||
3. Publishes the result as an A2A ``Message`` to the ``EventQueue``.
|
||||
"""
|
||||
|
||||
def __init__(self, agent: Agent) -> None:
|
||||
self.agent = agent
|
||||
|
||||
async def execute(self, context: RequestContext, event_queue: EventQueue) -> None:
|
||||
"""Run the agent and publish the response."""
|
||||
user_text = context.get_user_input()
|
||||
if not user_text:
|
||||
user_text = "Hello"
|
||||
|
||||
task_id = context.task_id or str(uuid.uuid4())
|
||||
context_id = context.context_id or str(uuid.uuid4())
|
||||
|
||||
# Signal that the agent is working
|
||||
await event_queue.enqueue_event(
|
||||
TaskStatusUpdateEvent(
|
||||
task_id=task_id,
|
||||
context_id=context_id,
|
||||
status=TaskStatus(state=TaskState.working),
|
||||
final=False,
|
||||
)
|
||||
)
|
||||
|
||||
try:
|
||||
response = await self.agent.run(user_text)
|
||||
|
||||
# Build response text from agent messages
|
||||
response_parts: list[Part] = []
|
||||
for msg in response.messages:
|
||||
if msg.text:
|
||||
response_parts.append(TextPart(text=msg.text))
|
||||
|
||||
if not response_parts:
|
||||
response_parts.append(TextPart(text=str(response)))
|
||||
|
||||
# Publish the agent's response as a completed message
|
||||
await event_queue.enqueue_event(
|
||||
TaskStatusUpdateEvent(
|
||||
task_id=task_id,
|
||||
context_id=context_id,
|
||||
status=TaskStatus(
|
||||
state=TaskState.completed,
|
||||
message=Message(
|
||||
message_id=str(uuid.uuid4()),
|
||||
role=Role.agent,
|
||||
parts=response_parts,
|
||||
),
|
||||
),
|
||||
final=True,
|
||||
)
|
||||
)
|
||||
except asyncio.CancelledError:
|
||||
raise
|
||||
except Exception as e:
|
||||
await event_queue.enqueue_event(
|
||||
TaskStatusUpdateEvent(
|
||||
task_id=task_id,
|
||||
context_id=context_id,
|
||||
status=TaskStatus(
|
||||
state=TaskState.failed,
|
||||
message=Message(
|
||||
message_id=str(uuid.uuid4()),
|
||||
role=Role.agent,
|
||||
parts=[TextPart(text=f"Agent error: {e}")],
|
||||
),
|
||||
),
|
||||
final=True,
|
||||
)
|
||||
)
|
||||
|
||||
async def cancel(self, context: RequestContext, event_queue: EventQueue) -> None:
|
||||
"""Handle cancellation by publishing a canceled status."""
|
||||
task_id = context.task_id or str(uuid.uuid4())
|
||||
context_id = context.context_id or str(uuid.uuid4())
|
||||
|
||||
await event_queue.enqueue_event(
|
||||
TaskStatusUpdateEvent(
|
||||
task_id=task_id,
|
||||
context_id=context_id,
|
||||
status=TaskStatus(state=TaskState.canceled),
|
||||
final=True,
|
||||
)
|
||||
)
|
||||
@@ -78,16 +78,16 @@ async def main():
|
||||
# Updates arrive as Server-Sent Events, letting you observe
|
||||
# progress in real time as the remote agent works.
|
||||
print("\n--- Streaming response ---")
|
||||
async with agent.run("Tell me about yourself", stream=True) as stream:
|
||||
async for update in stream:
|
||||
for content in update.contents:
|
||||
if content.text:
|
||||
print(f" {content.text}")
|
||||
stream = agent.run("Tell me about yourself", stream=True)
|
||||
async for update in stream:
|
||||
for content in update.contents:
|
||||
if content.text:
|
||||
print(f" {content.text}")
|
||||
|
||||
response = await stream.get_final_response()
|
||||
print(f"\nFinal response ({len(response.messages)} message(s)):")
|
||||
for message in response.messages:
|
||||
print(f" {message.text}")
|
||||
response = await stream.get_final_response()
|
||||
print(f"\nFinal response ({len(response.messages)} message(s)):")
|
||||
for message in response.messages:
|
||||
print(f" {message.text}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
||||
@@ -0,0 +1,167 @@
|
||||
# Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
"""Mock invoice data and tool functions for the A2A server sample.
|
||||
|
||||
Provides mock invoice data and query tools for the A2A server sample,
|
||||
enabling invoice-related queries through the A2A protocol.
|
||||
"""
|
||||
|
||||
import json
|
||||
import random
|
||||
from dataclasses import dataclass, field
|
||||
from datetime import datetime, timedelta, timezone
|
||||
from typing import Annotated
|
||||
|
||||
from agent_framework import tool
|
||||
from pydantic import Field
|
||||
|
||||
|
||||
@dataclass
|
||||
class Product:
|
||||
"""A product line item on an invoice."""
|
||||
|
||||
name: str
|
||||
quantity: int
|
||||
price_per_unit: float
|
||||
|
||||
@property
|
||||
def total_price(self) -> float:
|
||||
return self.quantity * self.price_per_unit
|
||||
|
||||
def to_dict(self) -> dict:
|
||||
return {
|
||||
"name": self.name,
|
||||
"quantity": self.quantity,
|
||||
"price_per_unit": self.price_per_unit,
|
||||
"total_price": self.total_price,
|
||||
}
|
||||
|
||||
|
||||
@dataclass
|
||||
class Invoice:
|
||||
"""An invoice record with products."""
|
||||
|
||||
transaction_id: str
|
||||
invoice_id: str
|
||||
company_name: str
|
||||
invoice_date: datetime
|
||||
products: list[Product] = field(default_factory=list)
|
||||
|
||||
@property
|
||||
def total_invoice_price(self) -> float:
|
||||
return sum(p.total_price for p in self.products)
|
||||
|
||||
def to_dict(self) -> dict:
|
||||
return {
|
||||
"transaction_id": self.transaction_id,
|
||||
"invoice_id": self.invoice_id,
|
||||
"company_name": self.company_name,
|
||||
"invoice_date": self.invoice_date.strftime("%Y-%m-%d"),
|
||||
"products": [p.to_dict() for p in self.products],
|
||||
"total_invoice_price": self.total_invoice_price,
|
||||
}
|
||||
|
||||
|
||||
def _random_date_within_last_two_months() -> datetime:
|
||||
end_date = datetime.now(timezone.utc)
|
||||
start_date = end_date - timedelta(days=60)
|
||||
random_days = random.randint(0, 60)
|
||||
return start_date + timedelta(days=random_days)
|
||||
|
||||
|
||||
def _build_invoices() -> list[Invoice]:
|
||||
"""Build 10 mock invoices."""
|
||||
return [
|
||||
Invoice("TICKET-XYZ987", "INV789", "Contoso", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 150, 10.00),
|
||||
Product("Hats", 200, 15.00),
|
||||
Product("Glasses", 300, 5.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ111", "INV111", "XStore", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 2500, 12.00),
|
||||
Product("Hats", 1500, 8.00),
|
||||
Product("Glasses", 200, 20.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ222", "INV222", "Cymbal Direct", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 1200, 14.00),
|
||||
Product("Hats", 800, 7.00),
|
||||
Product("Glasses", 500, 25.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ333", "INV333", "Contoso", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 400, 11.00),
|
||||
Product("Hats", 600, 15.00),
|
||||
Product("Glasses", 700, 5.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ444", "INV444", "XStore", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 800, 10.00),
|
||||
Product("Hats", 500, 18.00),
|
||||
Product("Glasses", 300, 22.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ555", "INV555", "Cymbal Direct", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 1100, 9.00),
|
||||
Product("Hats", 900, 12.00),
|
||||
Product("Glasses", 1200, 15.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ666", "INV666", "Contoso", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 2500, 8.00),
|
||||
Product("Hats", 1200, 10.00),
|
||||
Product("Glasses", 1000, 6.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ777", "INV777", "XStore", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 1900, 13.00),
|
||||
Product("Hats", 1300, 16.00),
|
||||
Product("Glasses", 800, 19.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ888", "INV888", "Cymbal Direct", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 2200, 11.00),
|
||||
Product("Hats", 1700, 8.50),
|
||||
Product("Glasses", 600, 21.00),
|
||||
]),
|
||||
Invoice("TICKET-XYZ999", "INV999", "Contoso", _random_date_within_last_two_months(), [
|
||||
Product("T-Shirts", 1400, 10.50),
|
||||
Product("Hats", 1100, 9.00),
|
||||
Product("Glasses", 950, 12.00),
|
||||
]),
|
||||
]
|
||||
|
||||
|
||||
# Module-level singleton so dates are stable for the lifetime of the server
|
||||
INVOICES = _build_invoices()
|
||||
|
||||
|
||||
@tool(approval_mode="never_require")
|
||||
def query_invoices(
|
||||
company_name: Annotated[str, Field(description="The company name to filter invoices by.")],
|
||||
start_date: Annotated[str | None, Field(description="Optional start date (YYYY-MM-DD) to filter invoices.")] = None,
|
||||
end_date: Annotated[str | None, Field(description="Optional end date (YYYY-MM-DD) to filter invoices.")] = None,
|
||||
) -> str:
|
||||
"""Retrieves invoices for the specified company and optionally within the specified time range."""
|
||||
results = [i for i in INVOICES if i.company_name.lower() == company_name.lower()]
|
||||
|
||||
if start_date:
|
||||
start = datetime.strptime(start_date, "%Y-%m-%d").replace(tzinfo=timezone.utc)
|
||||
results = [i for i in results if i.invoice_date >= start]
|
||||
|
||||
if end_date:
|
||||
end = datetime.strptime(end_date, "%Y-%m-%d").replace(tzinfo=timezone.utc) + timedelta(days=1)
|
||||
results = [i for i in results if i.invoice_date < end]
|
||||
|
||||
return json.dumps([i.to_dict() for i in results], indent=2)
|
||||
|
||||
|
||||
@tool(approval_mode="never_require")
|
||||
def query_by_transaction_id(
|
||||
transaction_id: Annotated[str, Field(description="The transaction ID to look up (e.g. TICKET-XYZ987).")],
|
||||
) -> str:
|
||||
"""Retrieves invoice using the transaction id."""
|
||||
results = [i for i in INVOICES if i.transaction_id.lower() == transaction_id.lower()]
|
||||
return json.dumps([i.to_dict() for i in results], indent=2)
|
||||
|
||||
|
||||
@tool(approval_mode="never_require")
|
||||
def query_by_invoice_id(
|
||||
invoice_id: Annotated[str, Field(description="The invoice ID to look up (e.g. INV789).")],
|
||||
) -> str:
|
||||
"""Retrieves invoice using the invoice id."""
|
||||
results = [i for i in INVOICES if i.invoice_id.lower() == invoice_id.lower()]
|
||||
return json.dumps([i.to_dict() for i in results], indent=2)
|
||||
@@ -18,7 +18,7 @@ Start with `01-get-started/` and work through the numbered files:
|
||||
|
||||
1. **[01_hello_agent.py](./01-get-started/01_hello_agent.py)** — Create and run your first agent
|
||||
2. **[02_add_tools.py](./01-get-started/02_add_tools.py)** — Add function tools with `@tool`
|
||||
3. **[03_multi_turn.py](./01-get-started/03_multi_turn.py)** — Multi-turn conversations with `AgentThread`
|
||||
3. **[03_multi_turn.py](./01-get-started/03_multi_turn.py)** — Multi-turn conversations with `AgentSession`
|
||||
4. **[04_memory.py](./01-get-started/04_memory.py)** — Agent memory with `ContextProvider`
|
||||
5. **[05_first_workflow.py](./01-get-started/05_first_workflow.py)** — Build a workflow with executors and edges
|
||||
6. **[06_host_your_agent.py](./01-get-started/06_host_your_agent.py)** — Host your agent via Azure Functions
|
||||
|
||||
Generated
+170
-154
@@ -1813,11 +1813,11 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "filelock"
|
||||
version = "3.25.0"
|
||||
version = "3.25.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/77/18/a1fd2231c679dcb9726204645721b12498aeac28e1ad0601038f94b42556/filelock-3.25.0.tar.gz", hash = "sha256:8f00faf3abf9dc730a1ffe9c354ae5c04e079ab7d3a683b7c32da5dd05f26af3", size = 40158, upload-time = "2026-03-01T15:08:45.916Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/b3/8b/4c32ecde6bea6486a2a5d05340e695174351ff6b06cf651a74c005f9df00/filelock-3.25.1.tar.gz", hash = "sha256:b9a2e977f794ef94d77cdf7d27129ac648a61f585bff3ca24630c1629f701aa9", size = 40319, upload-time = "2026-03-09T19:38:47.309Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/f9/0b/de6f54d4a8bedfe8645c41497f3c18d749f0bd3218170c667bf4b81d0cdd/filelock-3.25.0-py3-none-any.whl", hash = "sha256:5ccf8069f7948f494968fc0713c10e5c182a9c9d9eef3a636307a20c2490f047", size = 26427, upload-time = "2026-03-01T15:08:44.593Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a9/b8/2f664b56a3b4b32d28d3d106c71783073f712ba43ff6d34b9ea0ce36dc7b/filelock-3.25.1-py3-none-any.whl", hash = "sha256:18972df45473c4aa2c7921b609ee9ca4925910cc3a0fb226c96b92fc224ef7bf", size = 26720, upload-time = "2026-03-09T19:38:45.718Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -1864,51 +1864,51 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "fonttools"
|
||||
version = "4.61.1"
|
||||
version = "4.62.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/ec/ca/cf17b88a8df95691275a3d77dc0a5ad9907f328ae53acbe6795da1b2f5ed/fonttools-4.61.1.tar.gz", hash = "sha256:6675329885c44657f826ef01d9e4fb33b9158e9d93c537d84ad8399539bc6f69", size = 3565756, upload-time = "2025-12-12T17:31:24.246Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/5a/96/686339e0fda8142b7ebed39af53f4a5694602a729662f42a6209e3be91d0/fonttools-4.62.0.tar.gz", hash = "sha256:0dc477c12b8076b4eb9af2e440421b0433ffa9e1dcb39e0640a6c94665ed1098", size = 3579521, upload-time = "2026-03-09T16:50:06.217Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/69/12/bf9f4eaa2fad039356cc627587e30ed008c03f1cebd3034376b5ee8d1d44/fonttools-4.61.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:c6604b735bb12fef8e0efd5578c9fb5d3d8532d5001ea13a19cddf295673ee09", size = 2852213, upload-time = "2025-12-12T17:29:46.675Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ac/49/4138d1acb6261499bedde1c07f8c2605d1d8f9d77a151e5507fd3ef084b6/fonttools-4.61.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5ce02f38a754f207f2f06557523cd39a06438ba3aafc0639c477ac409fc64e37", size = 2401689, upload-time = "2025-12-12T17:29:48.769Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e5/fe/e6ce0fe20a40e03aef906af60aa87668696f9e4802fa283627d0b5ed777f/fonttools-4.61.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:77efb033d8d7ff233385f30c62c7c79271c8885d5c9657d967ede124671bbdfb", size = 5058809, upload-time = "2025-12-12T17:29:51.701Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/79/61/1ca198af22f7dd22c17ab86e9024ed3c06299cfdb08170640e9996d501a0/fonttools-4.61.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:75c1a6dfac6abd407634420c93864a1e274ebc1c7531346d9254c0d8f6ca00f9", size = 5036039, upload-time = "2025-12-12T17:29:53.659Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/cc/fa1801e408586b5fce4da9f5455af8d770f4fc57391cd5da7256bb364d38/fonttools-4.61.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0de30bfe7745c0d1ffa2b0b7048fb7123ad0d71107e10ee090fa0b16b9452e87", size = 5034714, upload-time = "2025-12-12T17:29:55.592Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bf/aa/b7aeafe65adb1b0a925f8f25725e09f078c635bc22754f3fecb7456955b0/fonttools-4.61.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:58b0ee0ab5b1fc9921eccfe11d1435added19d6494dde14e323f25ad2bc30c56", size = 5158648, upload-time = "2025-12-12T17:29:57.861Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/f9/08ea7a38663328881384c6e7777bbefc46fd7d282adfd87a7d2b84ec9d50/fonttools-4.61.1-cp311-cp311-win32.whl", hash = "sha256:f79b168428351d11e10c5aeb61a74e1851ec221081299f4cf56036a95431c43a", size = 2280681, upload-time = "2025-12-12T17:29:59.943Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/07/ad/37dd1ae5fa6e01612a1fbb954f0927681f282925a86e86198ccd7b15d515/fonttools-4.61.1-cp311-cp311-win_amd64.whl", hash = "sha256:fe2efccb324948a11dd09d22136fe2ac8a97d6c1347cf0b58a911dcd529f66b7", size = 2331951, upload-time = "2025-12-12T17:30:02.254Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6f/16/7decaa24a1bd3a70c607b2e29f0adc6159f36a7e40eaba59846414765fd4/fonttools-4.61.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:f3cb4a569029b9f291f88aafc927dd53683757e640081ca8c412781ea144565e", size = 2851593, upload-time = "2025-12-12T17:30:04.225Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/94/98/3c4cb97c64713a8cf499b3245c3bf9a2b8fd16a3e375feff2aed78f96259/fonttools-4.61.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41a7170d042e8c0024703ed13b71893519a1a6d6e18e933e3ec7507a2c26a4b2", size = 2400231, upload-time = "2025-12-12T17:30:06.47Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b7/37/82dbef0f6342eb01f54bca073ac1498433d6ce71e50c3c3282b655733b31/fonttools-4.61.1-cp312-cp312-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:10d88e55330e092940584774ee5e8a6971b01fc2f4d3466a1d6c158230880796", size = 4954103, upload-time = "2025-12-12T17:30:08.432Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6c/44/f3aeac0fa98e7ad527f479e161aca6c3a1e47bb6996b053d45226fe37bf2/fonttools-4.61.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:15acc09befd16a0fb8a8f62bc147e1a82817542d72184acca9ce6e0aeda9fa6d", size = 5004295, upload-time = "2025-12-12T17:30:10.56Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/14/e8/7424ced75473983b964d09f6747fa09f054a6d656f60e9ac9324cf40c743/fonttools-4.61.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e6bcdf33aec38d16508ce61fd81838f24c83c90a1d1b8c68982857038673d6b8", size = 4944109, upload-time = "2025-12-12T17:30:12.874Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c8/8b/6391b257fa3d0b553d73e778f953a2f0154292a7a7a085e2374b111e5410/fonttools-4.61.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:5fade934607a523614726119164ff621e8c30e8fa1ffffbbd358662056ba69f0", size = 5093598, upload-time = "2025-12-12T17:30:15.79Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d9/71/fd2ea96cdc512d92da5678a1c98c267ddd4d8c5130b76d0f7a80f9a9fde8/fonttools-4.61.1-cp312-cp312-win32.whl", hash = "sha256:75da8f28eff26defba42c52986de97b22106cb8f26515b7c22443ebc9c2d3261", size = 2269060, upload-time = "2025-12-12T17:30:18.058Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/80/3b/a3e81b71aed5a688e89dfe0e2694b26b78c7d7f39a5ffd8a7d75f54a12a8/fonttools-4.61.1-cp312-cp312-win_amd64.whl", hash = "sha256:497c31ce314219888c0e2fce5ad9178ca83fe5230b01a5006726cdf3ac9f24d9", size = 2319078, upload-time = "2025-12-12T17:30:22.862Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4b/cf/00ba28b0990982530addb8dc3e9e6f2fa9cb5c20df2abdda7baa755e8fe1/fonttools-4.61.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:8c56c488ab471628ff3bfa80964372fc13504ece601e0d97a78ee74126b2045c", size = 2846454, upload-time = "2025-12-12T17:30:24.938Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5a/ca/468c9a8446a2103ae645d14fee3f610567b7042aba85031c1c65e3ef7471/fonttools-4.61.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:dc492779501fa723b04d0ab1f5be046797fee17d27700476edc7ee9ae535a61e", size = 2398191, upload-time = "2025-12-12T17:30:27.343Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/4b/d67eedaed19def5967fade3297fed8161b25ba94699efc124b14fb68cdbc/fonttools-4.61.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:64102ca87e84261419c3747a0d20f396eb024bdbeb04c2bfb37e2891f5fadcb5", size = 4928410, upload-time = "2025-12-12T17:30:29.771Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b0/8d/6fb3494dfe61a46258cd93d979cf4725ded4eb46c2a4ca35e4490d84daea/fonttools-4.61.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c1b526c8d3f615a7b1867f38a9410849c8f4aef078535742198e942fba0e9bd", size = 4984460, upload-time = "2025-12-12T17:30:32.073Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f7/f1/a47f1d30b3dc00d75e7af762652d4cbc3dff5c2697a0dbd5203c81afd9c3/fonttools-4.61.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:41ed4b5ec103bd306bb68f81dc166e77409e5209443e5773cb4ed837bcc9b0d3", size = 4925800, upload-time = "2025-12-12T17:30:34.339Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a7/01/e6ae64a0981076e8a66906fab01539799546181e32a37a0257b77e4aa88b/fonttools-4.61.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b501c862d4901792adaec7c25b1ecc749e2662543f68bb194c42ba18d6eec98d", size = 5067859, upload-time = "2025-12-12T17:30:36.593Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/73/aa/28e40b8d6809a9b5075350a86779163f074d2b617c15d22343fce81918db/fonttools-4.61.1-cp313-cp313-win32.whl", hash = "sha256:4d7092bb38c53bbc78e9255a59158b150bcdc115a1e3b3ce0b5f267dc35dd63c", size = 2267821, upload-time = "2025-12-12T17:30:38.478Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1a/59/453c06d1d83dc0951b69ef692d6b9f1846680342927df54e9a1ca91c6f90/fonttools-4.61.1-cp313-cp313-win_amd64.whl", hash = "sha256:21e7c8d76f62ab13c9472ccf74515ca5b9a761d1bde3265152a6dc58700d895b", size = 2318169, upload-time = "2025-12-12T17:30:40.951Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/32/8f/4e7bf82c0cbb738d3c2206c920ca34ca74ef9dabde779030145d28665104/fonttools-4.61.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fff4f534200a04b4a36e7ae3cb74493afe807b517a09e99cb4faa89a34ed6ecd", size = 2846094, upload-time = "2025-12-12T17:30:43.511Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/71/09/d44e45d0a4f3a651f23a1e9d42de43bc643cce2971b19e784cc67d823676/fonttools-4.61.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d9203500f7c63545b4ce3799319fe4d9feb1a1b89b28d3cb5abd11b9dd64147e", size = 2396589, upload-time = "2025-12-12T17:30:45.681Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/89/18/58c64cafcf8eb677a99ef593121f719e6dcbdb7d1c594ae5a10d4997ca8a/fonttools-4.61.1-cp314-cp314-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:fa646ecec9528bef693415c79a86e733c70a4965dd938e9a226b0fc64c9d2e6c", size = 4877892, upload-time = "2025-12-12T17:30:47.709Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8a/ec/9e6b38c7ba1e09eb51db849d5450f4c05b7e78481f662c3b79dbde6f3d04/fonttools-4.61.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:11f35ad7805edba3aac1a3710d104592df59f4b957e30108ae0ba6c10b11dd75", size = 4972884, upload-time = "2025-12-12T17:30:49.656Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5e/87/b5339da8e0256734ba0dbbf5b6cdebb1dd79b01dc8c270989b7bcd465541/fonttools-4.61.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b931ae8f62db78861b0ff1ac017851764602288575d65b8e8ff1963fed419063", size = 4924405, upload-time = "2025-12-12T17:30:51.735Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0b/47/e3409f1e1e69c073a3a6fd8cb886eb18c0bae0ee13db2c8d5e7f8495e8b7/fonttools-4.61.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b148b56f5de675ee16d45e769e69f87623a4944f7443850bf9a9376e628a89d2", size = 5035553, upload-time = "2025-12-12T17:30:54.823Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bf/b6/1f6600161b1073a984294c6c031e1a56ebf95b6164249eecf30012bb2e38/fonttools-4.61.1-cp314-cp314-win32.whl", hash = "sha256:9b666a475a65f4e839d3d10473fad6d47e0a9db14a2f4a224029c5bfde58ad2c", size = 2271915, upload-time = "2025-12-12T17:30:57.913Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/52/7b/91e7b01e37cc8eb0e1f770d08305b3655e4f002fc160fb82b3390eabacf5/fonttools-4.61.1-cp314-cp314-win_amd64.whl", hash = "sha256:4f5686e1fe5fce75d82d93c47a438a25bf0d1319d2843a926f741140b2b16e0c", size = 2323487, upload-time = "2025-12-12T17:30:59.804Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/39/5c/908ad78e46c61c3e3ed70c3b58ff82ab48437faf84ec84f109592cabbd9f/fonttools-4.61.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:e76ce097e3c57c4bcb67c5aa24a0ecdbd9f74ea9219997a707a4061fbe2707aa", size = 2929571, upload-time = "2025-12-12T17:31:02.574Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bd/41/975804132c6dea64cdbfbaa59f3518a21c137a10cccf962805b301ac6ab2/fonttools-4.61.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:9cfef3ab326780c04d6646f68d4b4742aae222e8b8ea1d627c74e38afcbc9d91", size = 2435317, upload-time = "2025-12-12T17:31:04.974Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b0/5a/aef2a0a8daf1ebaae4cfd83f84186d4a72ee08fd6a8451289fcd03ffa8a4/fonttools-4.61.1-cp314-cp314t-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:a75c301f96db737e1c5ed5fd7d77d9c34466de16095a266509e13da09751bd19", size = 4882124, upload-time = "2025-12-12T17:31:07.456Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/80/33/d6db3485b645b81cea538c9d1c9219d5805f0877fda18777add4671c5240/fonttools-4.61.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:91669ccac46bbc1d09e9273546181919064e8df73488ea087dcac3e2968df9ba", size = 5100391, upload-time = "2025-12-12T17:31:09.732Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6c/d6/675ba631454043c75fcf76f0ca5463eac8eb0666ea1d7badae5fea001155/fonttools-4.61.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c33ab3ca9d3ccd581d58e989d67554e42d8d4ded94ab3ade3508455fe70e65f7", size = 4978800, upload-time = "2025-12-12T17:31:11.681Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/7f/33/d3ec753d547a8d2bdaedd390d4a814e8d5b45a093d558f025c6b990b554c/fonttools-4.61.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:664c5a68ec406f6b1547946683008576ef8b38275608e1cee6c061828171c118", size = 5006426, upload-time = "2025-12-12T17:31:13.764Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b4/40/cc11f378b561a67bea850ab50063366a0d1dd3f6d0a30ce0f874b0ad5664/fonttools-4.61.1-cp314-cp314t-win32.whl", hash = "sha256:aed04cabe26f30c1647ef0e8fbb207516fd40fe9472e9439695f5c6998e60ac5", size = 2335377, upload-time = "2025-12-12T17:31:16.49Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/ff/c9a2b66b39f8628531ea58b320d66d951267c98c6a38684daa8f50fb02f8/fonttools-4.61.1-cp314-cp314t-win_amd64.whl", hash = "sha256:2180f14c141d2f0f3da43f3a81bc8aa4684860f6b0e6f9e165a4831f24e6a23b", size = 2400613, upload-time = "2025-12-12T17:31:18.769Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c7/4e/ce75a57ff3aebf6fc1f4e9d508b8e5810618a33d900ad6c19eb30b290b97/fonttools-4.61.1-py3-none-any.whl", hash = "sha256:17d2bf5d541add43822bcf0c43d7d847b160c9bb01d15d5007d84e2217aaa371", size = 1148996, upload-time = "2025-12-12T17:31:21.03Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/33/63d79ca41020dd460b51f1e0f58ad1ff0a36b7bcbdf8f3971d52836581e9/fonttools-4.62.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:196cafef9aeec5258425bd31a4e9a414b2ee0d1557bca184d7923d3d3bcd90f9", size = 2870816, upload-time = "2026-03-09T16:48:32.39Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c0/7a/9aeec114bc9fc00d757a41f092f7107863d372e684a5b5724c043654477c/fonttools-4.62.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:153afc3012ff8761b1733e8fbe5d98623409774c44ffd88fbcb780e240c11d13", size = 2416127, upload-time = "2026-03-09T16:48:34.627Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5a/71/12cfd8ae0478b7158ffa8850786781f67e73c00fd897ef9d053415c5f88b/fonttools-4.62.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:13b663fb197334de84db790353d59da2a7288fd14e9be329f5debc63ec0500a5", size = 5100678, upload-time = "2026-03-09T16:48:36.454Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8a/d7/8e4845993ee233c2023d11babe9b3dae7d30333da1d792eeccebcb77baab/fonttools-4.62.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:591220d5333264b1df0d3285adbdfe2af4f6a45bbf9ca2b485f97c9f577c49ff", size = 5070859, upload-time = "2026-03-09T16:48:38.786Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ae/a0/287ae04cd883a52e7bb1d92dfc4997dcffb54173761c751106845fa9e316/fonttools-4.62.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:579f35c121528a50c96bf6fcb6a393e81e7f896d4326bf40e379f1c971603db9", size = 5076689, upload-time = "2026-03-09T16:48:41.886Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6d/4e/a2377ad26c36fcd3e671a1c316ea5ed83107de1588e2d897a98349363bc7/fonttools-4.62.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:44956b003151d5a289eba6c71fe590d63509267c37e26de1766ba15d9c589582", size = 5202053, upload-time = "2026-03-09T16:48:43.867Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/44/2e/ad0472e69b02f83dc88983a9910d122178461606404be5b4838af6d1744a/fonttools-4.62.0-cp311-cp311-win32.whl", hash = "sha256:42c7848fa8836ab92c23b1617c407a905642521ff2d7897fe2bf8381530172f1", size = 2292852, upload-time = "2026-03-09T16:48:46.962Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/77/ce/f5a4c42c117f8113ce04048053c128d17426751a508f26398110c993a074/fonttools-4.62.0-cp311-cp311-win_amd64.whl", hash = "sha256:4da779e8f342a32856075ddb193b2a024ad900bc04ecb744014c32409ae871ed", size = 2344367, upload-time = "2026-03-09T16:48:48.818Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ab/9d/7ad1ffc080619f67d0b1e0fa6a0578f0be077404f13fd8e448d1616a94a3/fonttools-4.62.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:22bde4dc12a9e09b5ced77f3b5053d96cf10c4976c6ac0dee293418ef289d221", size = 2870004, upload-time = "2026-03-09T16:48:50.837Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4d/8b/ba59069a490f61b737e064c3129453dbd28ee38e81d56af0d04d7e6b4de4/fonttools-4.62.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7199c73b326bad892f1cb53ffdd002128bfd58a89b8f662204fbf1daf8d62e85", size = 2414662, upload-time = "2026-03-09T16:48:53.295Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8c/8c/c52a4310de58deeac7e9ea800892aec09b00bb3eb0c53265b31ec02be115/fonttools-4.62.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d732938633681d6e2324e601b79e93f7f72395ec8681f9cdae5a8c08bc167e72", size = 5032975, upload-time = "2026-03-09T16:48:55.718Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0b/a1/d16318232964d786907b9b3613b8409f74cf0be2da400854509d3a864e43/fonttools-4.62.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:31a804c16d76038cc4e3826e07678efb0a02dc4f15396ea8e07088adbfb2578e", size = 4988544, upload-time = "2026-03-09T16:48:57.715Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b2/8d/7e745ca3e65852adc5e52a83dc213fe1b07d61cb5b394970fcd4b1199d1e/fonttools-4.62.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:090e74ac86e68c20150e665ef8e7e0c20cb9f8b395302c9419fa2e4d332c3b51", size = 4971296, upload-time = "2026-03-09T16:48:59.678Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e6/d4/b717a4874175146029ca1517e85474b1af80c9d9a306fc3161e71485eea5/fonttools-4.62.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8f086120e8be9e99ca1288aa5ce519833f93fe0ec6ebad2380c1dee18781f0b5", size = 5122503, upload-time = "2026-03-09T16:49:02.464Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/4b/92cfcba4bf8373f51c49c5ae4b512ead6fbda7d61a0e8c35a369d0db40a0/fonttools-4.62.0-cp312-cp312-win32.whl", hash = "sha256:37a73e5e38fd05c637daede6ffed5f3496096be7df6e4a3198d32af038f87527", size = 2281060, upload-time = "2026-03-09T16:49:04.385Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cd/06/cc96468781a4dc8ae2f14f16f32b32f69bde18cb9384aad27ccc7adf76f7/fonttools-4.62.0-cp312-cp312-win_amd64.whl", hash = "sha256:658ab837c878c4d2a652fcbb319547ea41693890e6434cf619e66f79387af3b8", size = 2331193, upload-time = "2026-03-09T16:49:06.598Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/82/c7/985c1670aa6d82ef270f04cde11394c168f2002700353bd2bde405e59b8f/fonttools-4.62.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:274c8b8a87e439faf565d3bcd3f9f9e31bca7740755776a4a90a4bfeaa722efa", size = 2864929, upload-time = "2026-03-09T16:49:09.331Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c1/dc/c409c8ceec0d3119e9ab0b7b1a2e3c76d1f4d66e4a9db5c59e6b7652e7df/fonttools-4.62.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:93e27131a5a0ae82aaadcffe309b1bae195f6711689722af026862bede05c07c", size = 2412586, upload-time = "2026-03-09T16:49:11.378Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5f/ac/8e300dbf7b4d135287c261ffd92ede02d9f48f0d2db14665fbc8b059588a/fonttools-4.62.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:83c6524c5b93bad9c2939d88e619fedc62e913c19e673f25d5ab74e7a5d074e5", size = 5013708, upload-time = "2026-03-09T16:49:14.063Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fb/bc/60d93477b653eeb1ddf5f9ec34be689b79234d82dbdded269ac0252715b8/fonttools-4.62.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:106aec9226f9498fc5345125ff7200842c01eda273ae038f5049b0916907acee", size = 4964355, upload-time = "2026-03-09T16:49:16.515Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/eb/6dc62bcc3c3598c28a3ecb77e69018869c3e109bd83031d4973c059d318b/fonttools-4.62.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:15d86b96c79013320f13bc1b15f94789edb376c0a2d22fb6088f33637e8dfcbc", size = 4953472, upload-time = "2026-03-09T16:49:18.494Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/82/b3/3af7592d9b254b7b7fec018135f8776bfa0d1ad335476c2791b1334dc5e4/fonttools-4.62.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4f16c07e5250d5d71d0f990a59460bc5620c3cc456121f2cfb5b60475699905f", size = 5094701, upload-time = "2026-03-09T16:49:21.67Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/31/3d/976645583ab567d3ee75ff87b33aa1330fa2baeeeae5fc46210b4274dd45/fonttools-4.62.0-cp313-cp313-win32.whl", hash = "sha256:d31558890f3fa00d4f937d12708f90c7c142c803c23eaeb395a71f987a77ebe3", size = 2279710, upload-time = "2026-03-09T16:49:23.812Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f5/7a/e25245a30457595740041dba9d0ea8ec1b2517f2f1a6a741f15eba1a4edc/fonttools-4.62.0-cp313-cp313-win_amd64.whl", hash = "sha256:6826a5aa53fb6def8a66bf423939745f415546c4e92478a7c531b8b6282b6c3b", size = 2330291, upload-time = "2026-03-09T16:49:26.237Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1a/64/61f69298aa6e7c363dcf00dd6371a654676900abe27d1effd1a74b43e5d0/fonttools-4.62.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:4fa5a9c716e2f75ef34b5a5c2ca0ee4848d795daa7e6792bf30fd4abf8993449", size = 2864222, upload-time = "2026-03-09T16:49:28.285Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c6/57/6b08756fe4455336b1fe160ab3c11fccc90768ccb6ee03fb0b45851aace4/fonttools-4.62.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:625f5cbeb0b8f4e42343eaeb4bc2786718ddd84760a2f5e55fdd3db049047c00", size = 2410674, upload-time = "2026-03-09T16:49:30.504Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6f/86/db65b63bb1b824b63e602e9be21b18741ddc99bcf5a7850f9181159ae107/fonttools-4.62.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6247e58b96b982709cd569a91a2ba935d406dccf17b6aa615afaed37ac3856aa", size = 4999387, upload-time = "2026-03-09T16:49:32.593Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/86/c8/c6669e42d2f4efd60d38a3252cebbb28851f968890efb2b9b15f9d1092b0/fonttools-4.62.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:840632ea9c1eab7b7f01c369e408c0721c287dfd7500ab937398430689852fd1", size = 4912506, upload-time = "2026-03-09T16:49:34.927Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2e/49/0ae552aa098edd0ec548413fbf818f52ceb70535016215094a5ce9bf8f70/fonttools-4.62.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:28a9ea2a7467a816d1bec22658b0cce4443ac60abac3e293bdee78beb74588f3", size = 4951202, upload-time = "2026-03-09T16:49:37.1Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/71/65/ae38fc8a4cea6f162d74cf11f58e9aeef1baa7d0e3d1376dabd336c129e5/fonttools-4.62.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5ae611294f768d413949fd12693a8cba0e6332fbc1e07aba60121be35eac68d0", size = 5060758, upload-time = "2026-03-09T16:49:39.464Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/db/3d/bb797496f35c60544cd5af71ffa5aad62df14ef7286908d204cb5c5096fe/fonttools-4.62.0-cp314-cp314-win32.whl", hash = "sha256:273acb61f316d07570a80ed5ff0a14a23700eedbec0ad968b949abaa4d3f6bb5", size = 2283496, upload-time = "2026-03-09T16:49:42.448Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2e/9f/91081ffe5881253177c175749cce5841f5ec6e931f5d52f4a817207b7429/fonttools-4.62.0-cp314-cp314-win_amd64.whl", hash = "sha256:a5f974006d14f735c6c878fc4b117ad031dc93638ddcc450ca69f8fd64d5e104", size = 2335426, upload-time = "2026-03-09T16:49:44.228Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f8/65/f47f9b3db1ec156a1f222f1089ba076b2cc9ee1d024a8b0a60c54258517e/fonttools-4.62.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:0361a7d41d86937f1f752717c19f719d0fde064d3011038f9f19bdf5fc2f5c95", size = 2947079, upload-time = "2026-03-09T16:49:46.471Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/52/73/bc62e5058a0c22cf02b1e0169ef0c3ca6c3247216d719f95bead3c05a991/fonttools-4.62.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:d4108c12773b3c97aa592311557c405d5b4fc03db2b969ed928fcf68e7b3c887", size = 2448802, upload-time = "2026-03-09T16:49:48.328Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2b/df/bfaa0e845884935355670e6e68f137185ab87295f8bc838db575e4a66064/fonttools-4.62.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b448075f32708e8fb377fe7687f769a5f51a027172c591ba9a58693631b077a8", size = 5137378, upload-time = "2026-03-09T16:49:50.223Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/32/32/04f616979a18b48b52e634988b93d847b6346260faf85ecccaf7e2e9057f/fonttools-4.62.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e5f1fa8cc9f1a56a3e33ee6b954d6d9235e6b9d11eb7a6c9dfe2c2f829dc24db", size = 4920714, upload-time = "2026-03-09T16:49:53.172Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3b/2e/274e16689c1dfee5c68302cd7c444213cfddd23cf4620374419625037ec6/fonttools-4.62.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f8c8ea812f82db1e884b9cdb663080453e28f0f9a1f5027a5adb59c4cc8d38d1", size = 5016012, upload-time = "2026-03-09T16:49:55.762Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/7f/0c/b08117270626e7117ac2f89d732fdd4386ec37d2ab3a944462d29e6f89a1/fonttools-4.62.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:03c6068adfdc67c565d217e92386b1cdd951abd4240d65180cec62fa74ba31b2", size = 5042766, upload-time = "2026-03-09T16:49:57.726Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/11/83/a48b73e54efa272ee65315a6331b30a9b3a98733310bc11402606809c50e/fonttools-4.62.0-cp314-cp314t-win32.whl", hash = "sha256:d28d5baacb0017d384df14722a63abe6e0230d8ce642b1615a27d78ffe3bc983", size = 2347785, upload-time = "2026-03-09T16:49:59.698Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f8/27/c67eab6dc3525bdc39586511b1b3d7161e972dacc0f17476dbaf932e708b/fonttools-4.62.0-cp314-cp314t-win_amd64.whl", hash = "sha256:3f9e20c4618f1e04190c802acae6dc337cb6db9fa61e492fd97cd5c5a9ff6d07", size = 2413914, upload-time = "2026-03-09T16:50:02.251Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9c/57/c2487c281dde03abb2dec244fd67059b8d118bd30a653cbf69e94084cb23/fonttools-4.62.0-py3-none-any.whl", hash = "sha256:75064f19a10c50c74b336aa5ebe7b1f89fd0fb5255807bfd4b0c6317098f4af3", size = 1152427, upload-time = "2026-03-09T16:50:04.074Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -2650,92 +2650,108 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "kiwisolver"
|
||||
version = "1.4.9"
|
||||
version = "1.5.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/5c/3c/85844f1b0feb11ee581ac23fe5fce65cd049a200c1446708cc1b7f922875/kiwisolver-1.4.9.tar.gz", hash = "sha256:c3b22c26c6fd6811b0ae8363b95ca8ce4ea3c202d3d0975b2914310ceb1bcc4d", size = 97564, upload-time = "2025-08-10T21:27:49.279Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/d0/67/9c61eccb13f0bdca9307614e782fec49ffdde0f7a2314935d489fa93cd9c/kiwisolver-1.5.0.tar.gz", hash = "sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a", size = 103482, upload-time = "2026-03-09T13:15:53.382Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/6f/ab/c80b0d5a9d8a1a65f4f815f2afff9798b12c3b9f31f1d304dd233dd920e2/kiwisolver-1.4.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:eb14a5da6dc7642b0f3a18f13654847cd8b7a2550e2645a5bda677862b03ba16", size = 124167, upload-time = "2025-08-10T21:25:53.403Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a0/c0/27fe1a68a39cf62472a300e2879ffc13c0538546c359b86f149cc19f6ac3/kiwisolver-1.4.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:39a219e1c81ae3b103643d2aedb90f1ef22650deb266ff12a19e7773f3e5f089", size = 66579, upload-time = "2025-08-10T21:25:54.79Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/31/a2/a12a503ac1fd4943c50f9822678e8015a790a13b5490354c68afb8489814/kiwisolver-1.4.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2405a7d98604b87f3fc28b1716783534b1b4b8510d8142adca34ee0bc3c87543", size = 65309, upload-time = "2025-08-10T21:25:55.76Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/66/e1/e533435c0be77c3f64040d68d7a657771194a63c279f55573188161e81ca/kiwisolver-1.4.9-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:dc1ae486f9abcef254b5618dfb4113dd49f94c68e3e027d03cf0143f3f772b61", size = 1435596, upload-time = "2025-08-10T21:25:56.861Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/67/1e/51b73c7347f9aabdc7215aa79e8b15299097dc2f8e67dee2b095faca9cb0/kiwisolver-1.4.9-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8a1f570ce4d62d718dce3f179ee78dac3b545ac16c0c04bb363b7607a949c0d1", size = 1246548, upload-time = "2025-08-10T21:25:58.246Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/21/aa/72a1c5d1e430294f2d32adb9542719cfb441b5da368d09d268c7757af46c/kiwisolver-1.4.9-cp311-cp311-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cb27e7b78d716c591e88e0a09a2139c6577865d7f2e152488c2cc6257f460872", size = 1263618, upload-time = "2025-08-10T21:25:59.857Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/af/db1509a9e79dbf4c260ce0cfa3903ea8945f6240e9e59d1e4deb731b1a40/kiwisolver-1.4.9-cp311-cp311-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:15163165efc2f627eb9687ea5f3a28137217d217ac4024893d753f46bce9de26", size = 1317437, upload-time = "2025-08-10T21:26:01.105Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e0/f2/3ea5ee5d52abacdd12013a94130436e19969fa183faa1e7c7fbc89e9a42f/kiwisolver-1.4.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bdee92c56a71d2b24c33a7d4c2856bd6419d017e08caa7802d2963870e315028", size = 2195742, upload-time = "2025-08-10T21:26:02.675Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6f/9b/1efdd3013c2d9a2566aa6a337e9923a00590c516add9a1e89a768a3eb2fc/kiwisolver-1.4.9-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:412f287c55a6f54b0650bd9b6dce5aceddb95864a1a90c87af16979d37c89771", size = 2290810, upload-time = "2025-08-10T21:26:04.009Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fb/e5/cfdc36109ae4e67361f9bc5b41323648cb24a01b9ade18784657e022e65f/kiwisolver-1.4.9-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:2c93f00dcba2eea70af2be5f11a830a742fe6b579a1d4e00f47760ef13be247a", size = 2461579, upload-time = "2025-08-10T21:26:05.317Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/62/86/b589e5e86c7610842213994cdea5add00960076bef4ae290c5fa68589cac/kiwisolver-1.4.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f117e1a089d9411663a3207ba874f31be9ac8eaa5b533787024dc07aeb74f464", size = 2268071, upload-time = "2025-08-10T21:26:06.686Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3b/c6/f8df8509fd1eee6c622febe54384a96cfaf4d43bf2ccec7a0cc17e4715c9/kiwisolver-1.4.9-cp311-cp311-win_amd64.whl", hash = "sha256:be6a04e6c79819c9a8c2373317d19a96048e5a3f90bec587787e86a1153883c2", size = 73840, upload-time = "2025-08-10T21:26:07.94Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e2/2d/16e0581daafd147bc11ac53f032a2b45eabac897f42a338d0a13c1e5c436/kiwisolver-1.4.9-cp311-cp311-win_arm64.whl", hash = "sha256:0ae37737256ba2de764ddc12aed4956460277f00c4996d51a197e72f62f5eec7", size = 65159, upload-time = "2025-08-10T21:26:09.048Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/86/c9/13573a747838aeb1c76e3267620daa054f4152444d1f3d1a2324b78255b5/kiwisolver-1.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ac5a486ac389dddcc5bef4f365b6ae3ffff2c433324fb38dd35e3fab7c957999", size = 123686, upload-time = "2025-08-10T21:26:10.034Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/51/ea/2ecf727927f103ffd1739271ca19c424d0e65ea473fbaeea1c014aea93f6/kiwisolver-1.4.9-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f2ba92255faa7309d06fe44c3a4a97efe1c8d640c2a79a5ef728b685762a6fd2", size = 66460, upload-time = "2025-08-10T21:26:11.083Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5b/5a/51f5464373ce2aeb5194508298a508b6f21d3867f499556263c64c621914/kiwisolver-1.4.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4a2899935e724dd1074cb568ce7ac0dce28b2cd6ab539c8e001a8578eb106d14", size = 64952, upload-time = "2025-08-10T21:26:12.058Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/70/90/6d240beb0f24b74371762873e9b7f499f1e02166a2d9c5801f4dbf8fa12e/kiwisolver-1.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f6008a4919fdbc0b0097089f67a1eb55d950ed7e90ce2cc3e640abadd2757a04", size = 1474756, upload-time = "2025-08-10T21:26:13.096Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/12/42/f36816eaf465220f683fb711efdd1bbf7a7005a2473d0e4ed421389bd26c/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:67bb8b474b4181770f926f7b7d2f8c0248cbcb78b660fdd41a47054b28d2a752", size = 1276404, upload-time = "2025-08-10T21:26:14.457Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2e/64/bc2de94800adc830c476dce44e9b40fd0809cddeef1fde9fcf0f73da301f/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2327a4a30d3ee07d2fbe2e7933e8a37c591663b96ce42a00bc67461a87d7df77", size = 1294410, upload-time = "2025-08-10T21:26:15.73Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5f/42/2dc82330a70aa8e55b6d395b11018045e58d0bb00834502bf11509f79091/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7a08b491ec91b1d5053ac177afe5290adacf1f0f6307d771ccac5de30592d198", size = 1343631, upload-time = "2025-08-10T21:26:17.045Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/22/fd/f4c67a6ed1aab149ec5a8a401c323cee7a1cbe364381bb6c9c0d564e0e20/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d8fc5c867c22b828001b6a38d2eaeb88160bf5783c6cb4a5e440efc981ce286d", size = 2224963, upload-time = "2025-08-10T21:26:18.737Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/45/aa/76720bd4cb3713314677d9ec94dcc21ced3f1baf4830adde5bb9b2430a5f/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:3b3115b2581ea35bb6d1f24a4c90af37e5d9b49dcff267eeed14c3893c5b86ab", size = 2321295, upload-time = "2025-08-10T21:26:20.11Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/80/19/d3ec0d9ab711242f56ae0dc2fc5d70e298bb4a1f9dfab44c027668c673a1/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:858e4c22fb075920b96a291928cb7dea5644e94c0ee4fcd5af7e865655e4ccf2", size = 2487987, upload-time = "2025-08-10T21:26:21.49Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/39/e9/61e4813b2c97e86b6fdbd4dd824bf72d28bcd8d4849b8084a357bc0dd64d/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ed0fecd28cc62c54b262e3736f8bb2512d8dcfdc2bcf08be5f47f96bf405b145", size = 2291817, upload-time = "2025-08-10T21:26:22.812Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a0/41/85d82b0291db7504da3c2defe35c9a8a5c9803a730f297bd823d11d5fb77/kiwisolver-1.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:f68208a520c3d86ea51acf688a3e3002615a7f0238002cccc17affecc86a8a54", size = 73895, upload-time = "2025-08-10T21:26:24.37Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e2/92/5f3068cf15ee5cb624a0c7596e67e2a0bb2adee33f71c379054a491d07da/kiwisolver-1.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:2c1a4f57df73965f3f14df20b80ee29e6a7930a57d2d9e8491a25f676e197c60", size = 64992, upload-time = "2025-08-10T21:26:25.732Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/31/c1/c2686cda909742ab66c7388e9a1a8521a59eb89f8bcfbee28fc980d07e24/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a5d0432ccf1c7ab14f9949eec60c5d1f924f17c037e9f8b33352fa05799359b8", size = 123681, upload-time = "2025-08-10T21:26:26.725Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ca/f0/f44f50c9f5b1a1860261092e3bc91ecdc9acda848a8b8c6abfda4a24dd5c/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:efb3a45b35622bb6c16dbfab491a8f5a391fe0e9d45ef32f4df85658232ca0e2", size = 66464, upload-time = "2025-08-10T21:26:27.733Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2d/7a/9d90a151f558e29c3936b8a47ac770235f436f2120aca41a6d5f3d62ae8d/kiwisolver-1.4.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1a12cf6398e8a0a001a059747a1cbf24705e18fe413bc22de7b3d15c67cffe3f", size = 64961, upload-time = "2025-08-10T21:26:28.729Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e9/e9/f218a2cb3a9ffbe324ca29a9e399fa2d2866d7f348ec3a88df87fc248fc5/kiwisolver-1.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b67e6efbf68e077dd71d1a6b37e43e1a99d0bff1a3d51867d45ee8908b931098", size = 1474607, upload-time = "2025-08-10T21:26:29.798Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d9/28/aac26d4c882f14de59041636292bc838db8961373825df23b8eeb807e198/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5656aa670507437af0207645273ccdfee4f14bacd7f7c67a4306d0dcaeaf6eed", size = 1276546, upload-time = "2025-08-10T21:26:31.401Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8b/ad/8bfc1c93d4cc565e5069162f610ba2f48ff39b7de4b5b8d93f69f30c4bed/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bfc08add558155345129c7803b3671cf195e6a56e7a12f3dde7c57d9b417f525", size = 1294482, upload-time = "2025-08-10T21:26:32.721Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/da/f1/6aca55ff798901d8ce403206d00e033191f63d82dd708a186e0ed2067e9c/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:40092754720b174e6ccf9e845d0d8c7d8e12c3d71e7fc35f55f3813e96376f78", size = 1343720, upload-time = "2025-08-10T21:26:34.032Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d1/91/eed031876c595c81d90d0f6fc681ece250e14bf6998c3d7c419466b523b7/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:497d05f29a1300d14e02e6441cf0f5ee81c1ff5a304b0d9fb77423974684e08b", size = 2224907, upload-time = "2025-08-10T21:26:35.824Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e9/ec/4d1925f2e49617b9cca9c34bfa11adefad49d00db038e692a559454dfb2e/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:bdd1a81a1860476eb41ac4bc1e07b3f07259e6d55bbf739b79c8aaedcf512799", size = 2321334, upload-time = "2025-08-10T21:26:37.534Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/43/cb/450cd4499356f68802750c6ddc18647b8ea01ffa28f50d20598e0befe6e9/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:e6b93f13371d341afee3be9f7c5964e3fe61d5fa30f6a30eb49856935dfe4fc3", size = 2488313, upload-time = "2025-08-10T21:26:39.191Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/71/67/fc76242bd99f885651128a5d4fa6083e5524694b7c88b489b1b55fdc491d/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d75aa530ccfaa593da12834b86a0724f58bff12706659baa9227c2ccaa06264c", size = 2291970, upload-time = "2025-08-10T21:26:40.828Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/75/bd/f1a5d894000941739f2ae1b65a32892349423ad49c2e6d0771d0bad3fae4/kiwisolver-1.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:dd0a578400839256df88c16abddf9ba14813ec5f21362e1fe65022e00c883d4d", size = 73894, upload-time = "2025-08-10T21:26:42.33Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/95/38/dce480814d25b99a391abbddadc78f7c117c6da34be68ca8b02d5848b424/kiwisolver-1.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:d4188e73af84ca82468f09cadc5ac4db578109e52acb4518d8154698d3a87ca2", size = 64995, upload-time = "2025-08-10T21:26:43.889Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e2/37/7d218ce5d92dadc5ebdd9070d903e0c7cf7edfe03f179433ac4d13ce659c/kiwisolver-1.4.9-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:5a0f2724dfd4e3b3ac5a82436a8e6fd16baa7d507117e4279b660fe8ca38a3a1", size = 126510, upload-time = "2025-08-10T21:26:44.915Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/23/b0/e85a2b48233daef4b648fb657ebbb6f8367696a2d9548a00b4ee0eb67803/kiwisolver-1.4.9-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:1b11d6a633e4ed84fc0ddafd4ebfd8ea49b3f25082c04ad12b8315c11d504dc1", size = 67903, upload-time = "2025-08-10T21:26:45.934Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/44/98/f2425bc0113ad7de24da6bb4dae1343476e95e1d738be7c04d31a5d037fd/kiwisolver-1.4.9-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:61874cdb0a36016354853593cffc38e56fc9ca5aa97d2c05d3dcf6922cd55a11", size = 66402, upload-time = "2025-08-10T21:26:47.101Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/98/d8/594657886df9f34c4177cc353cc28ca7e6e5eb562d37ccc233bff43bbe2a/kiwisolver-1.4.9-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:60c439763a969a6af93b4881db0eed8fadf93ee98e18cbc35bc8da868d0c4f0c", size = 1582135, upload-time = "2025-08-10T21:26:48.665Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5c/c6/38a115b7170f8b306fc929e166340c24958347308ea3012c2b44e7e295db/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92a2f997387a1b79a75e7803aa7ded2cfbe2823852ccf1ba3bcf613b62ae3197", size = 1389409, upload-time = "2025-08-10T21:26:50.335Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bf/3b/e04883dace81f24a568bcee6eb3001da4ba05114afa622ec9b6fafdc1f5e/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a31d512c812daea6d8b3be3b2bfcbeb091dbb09177706569bcfc6240dcf8b41c", size = 1401763, upload-time = "2025-08-10T21:26:51.867Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9f/80/20ace48e33408947af49d7d15c341eaee69e4e0304aab4b7660e234d6288/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:52a15b0f35dad39862d376df10c5230155243a2c1a436e39eb55623ccbd68185", size = 1453643, upload-time = "2025-08-10T21:26:53.592Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/64/31/6ce4380a4cd1f515bdda976a1e90e547ccd47b67a1546d63884463c92ca9/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a30fd6fdef1430fd9e1ba7b3398b5ee4e2887783917a687d86ba69985fb08748", size = 2330818, upload-time = "2025-08-10T21:26:55.051Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fa/e9/3f3fcba3bcc7432c795b82646306e822f3fd74df0ee81f0fa067a1f95668/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:cc9617b46837c6468197b5945e196ee9ca43057bb7d9d1ae688101e4e1dddf64", size = 2419963, upload-time = "2025-08-10T21:26:56.421Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/43/7320c50e4133575c66e9f7dadead35ab22d7c012a3b09bb35647792b2a6d/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:0ab74e19f6a2b027ea4f845a78827969af45ce790e6cb3e1ebab71bdf9f215ff", size = 2594639, upload-time = "2025-08-10T21:26:57.882Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/65/d6/17ae4a270d4a987ef8a385b906d2bdfc9fce502d6dc0d3aea865b47f548c/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:dba5ee5d3981160c28d5490f0d1b7ed730c22470ff7f6cc26cfcfaacb9896a07", size = 2391741, upload-time = "2025-08-10T21:26:59.237Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2a/8f/8f6f491d595a9e5912971f3f863d81baddccc8a4d0c3749d6a0dd9ffc9df/kiwisolver-1.4.9-cp313-cp313t-win_arm64.whl", hash = "sha256:0749fd8f4218ad2e851e11cc4dc05c7cbc0cbc4267bdfdb31782e65aace4ee9c", size = 68646, upload-time = "2025-08-10T21:27:00.52Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6b/32/6cc0fbc9c54d06c2969faa9c1d29f5751a2e51809dd55c69055e62d9b426/kiwisolver-1.4.9-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:9928fe1eb816d11ae170885a74d074f57af3a0d65777ca47e9aeb854a1fba386", size = 123806, upload-time = "2025-08-10T21:27:01.537Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b2/dd/2bfb1d4a4823d92e8cbb420fe024b8d2167f72079b3bb941207c42570bdf/kiwisolver-1.4.9-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:d0005b053977e7b43388ddec89fa567f43d4f6d5c2c0affe57de5ebf290dc552", size = 66605, upload-time = "2025-08-10T21:27:03.335Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f7/69/00aafdb4e4509c2ca6064646cba9cd4b37933898f426756adb2cb92ebbed/kiwisolver-1.4.9-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2635d352d67458b66fd0667c14cb1d4145e9560d503219034a18a87e971ce4f3", size = 64925, upload-time = "2025-08-10T21:27:04.339Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/43/dc/51acc6791aa14e5cb6d8a2e28cefb0dc2886d8862795449d021334c0df20/kiwisolver-1.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:767c23ad1c58c9e827b649a9ab7809fd5fd9db266a9cf02b0e926ddc2c680d58", size = 1472414, upload-time = "2025-08-10T21:27:05.437Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3d/bb/93fa64a81db304ac8a246f834d5094fae4b13baf53c839d6bb6e81177129/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72d0eb9fba308b8311685c2268cf7d0a0639a6cd027d8128659f72bdd8a024b4", size = 1281272, upload-time = "2025-08-10T21:27:07.063Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/70/e6/6df102916960fb8d05069d4bd92d6d9a8202d5a3e2444494e7cd50f65b7a/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f68e4f3eeca8fb22cc3d731f9715a13b652795ef657a13df1ad0c7dc0e9731df", size = 1298578, upload-time = "2025-08-10T21:27:08.452Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/7c/47/e142aaa612f5343736b087864dbaebc53ea8831453fb47e7521fa8658f30/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d84cd4061ae292d8ac367b2c3fa3aad11cb8625a95d135fe93f286f914f3f5a6", size = 1345607, upload-time = "2025-08-10T21:27:10.125Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/54/89/d641a746194a0f4d1a3670fb900d0dbaa786fb98341056814bc3f058fa52/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a60ea74330b91bd22a29638940d115df9dc00af5035a9a2a6ad9399ffb4ceca5", size = 2230150, upload-time = "2025-08-10T21:27:11.484Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/aa/6b/5ee1207198febdf16ac11f78c5ae40861b809cbe0e6d2a8d5b0b3044b199/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:ce6a3a4e106cf35c2d9c4fa17c05ce0b180db622736845d4315519397a77beaf", size = 2325979, upload-time = "2025-08-10T21:27:12.917Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fc/ff/b269eefd90f4ae14dcc74973d5a0f6d28d3b9bb1afd8c0340513afe6b39a/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:77937e5e2a38a7b48eef0585114fe7930346993a88060d0bf886086d2aa49ef5", size = 2491456, upload-time = "2025-08-10T21:27:14.353Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fc/d4/10303190bd4d30de547534601e259a4fbf014eed94aae3e5521129215086/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:24c175051354f4a28c5d6a31c93906dc653e2bf234e8a4bbfb964892078898ce", size = 2294621, upload-time = "2025-08-10T21:27:15.808Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/28/e0/a9a90416fce5c0be25742729c2ea52105d62eda6c4be4d803c2a7be1fa50/kiwisolver-1.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:0763515d4df10edf6d06a3c19734e2566368980d21ebec439f33f9eb936c07b7", size = 75417, upload-time = "2025-08-10T21:27:17.436Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1f/10/6949958215b7a9a264299a7db195564e87900f709db9245e4ebdd3c70779/kiwisolver-1.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:0e4e2bf29574a6a7b7f6cb5fa69293b9f96c928949ac4a53ba3f525dffb87f9c", size = 66582, upload-time = "2025-08-10T21:27:18.436Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ec/79/60e53067903d3bc5469b369fe0dfc6b3482e2133e85dae9daa9527535991/kiwisolver-1.4.9-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:d976bbb382b202f71c67f77b0ac11244021cfa3f7dfd9e562eefcea2df711548", size = 126514, upload-time = "2025-08-10T21:27:19.465Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/25/d1/4843d3e8d46b072c12a38c97c57fab4608d36e13fe47d47ee96b4d61ba6f/kiwisolver-1.4.9-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:2489e4e5d7ef9a1c300a5e0196e43d9c739f066ef23270607d45aba368b91f2d", size = 67905, upload-time = "2025-08-10T21:27:20.51Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8c/ae/29ffcbd239aea8b93108de1278271ae764dfc0d803a5693914975f200596/kiwisolver-1.4.9-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:e2ea9f7ab7fbf18fffb1b5434ce7c69a07582f7acc7717720f1d69f3e806f90c", size = 66399, upload-time = "2025-08-10T21:27:21.496Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a1/ae/d7ba902aa604152c2ceba5d352d7b62106bedbccc8e95c3934d94472bfa3/kiwisolver-1.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b34e51affded8faee0dfdb705416153819d8ea9250bbbf7ea1b249bdeb5f1122", size = 1582197, upload-time = "2025-08-10T21:27:22.604Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f2/41/27c70d427eddb8bc7e4f16420a20fefc6f480312122a59a959fdfe0445ad/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8aacd3d4b33b772542b2e01beb50187536967b514b00003bdda7589722d2a64", size = 1390125, upload-time = "2025-08-10T21:27:24.036Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/41/42/b3799a12bafc76d962ad69083f8b43b12bf4fe78b097b12e105d75c9b8f1/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7cf974dd4e35fa315563ac99d6287a1024e4dc2077b8a7d7cd3d2fb65d283134", size = 1402612, upload-time = "2025-08-10T21:27:25.773Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d2/b5/a210ea073ea1cfaca1bb5c55a62307d8252f531beb364e18aa1e0888b5a0/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:85bd218b5ecfbee8c8a82e121802dcb519a86044c9c3b2e4aef02fa05c6da370", size = 1453990, upload-time = "2025-08-10T21:27:27.089Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5f/ce/a829eb8c033e977d7ea03ed32fb3c1781b4fa0433fbadfff29e39c676f32/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:0856e241c2d3df4efef7c04a1e46b1936b6120c9bcf36dd216e3acd84bc4fb21", size = 2331601, upload-time = "2025-08-10T21:27:29.343Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e0/4b/b5e97eb142eb9cd0072dacfcdcd31b1c66dc7352b0f7c7255d339c0edf00/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:9af39d6551f97d31a4deebeac6f45b156f9755ddc59c07b402c148f5dbb6482a", size = 2422041, upload-time = "2025-08-10T21:27:30.754Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/40/be/8eb4cd53e1b85ba4edc3a9321666f12b83113a178845593307a3e7891f44/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:bb4ae2b57fc1d8cbd1cf7b1d9913803681ffa903e7488012be5b76dedf49297f", size = 2594897, upload-time = "2025-08-10T21:27:32.803Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/dd/841e9a66c4715477ea0abc78da039832fbb09dac5c35c58dc4c41a407b8a/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:aedff62918805fb62d43a4aa2ecd4482c380dc76cd31bd7c8878588a61bd0369", size = 2391835, upload-time = "2025-08-10T21:27:34.23Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0c/28/4b2e5c47a0da96896fdfdb006340ade064afa1e63675d01ea5ac222b6d52/kiwisolver-1.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:1fa333e8b2ce4d9660f2cda9c0e1b6bafcfb2457a9d259faa82289e73ec24891", size = 79988, upload-time = "2025-08-10T21:27:35.587Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/80/be/3578e8afd18c88cdf9cb4cffde75a96d2be38c5a903f1ed0ceec061bd09e/kiwisolver-1.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:4a48a2ce79d65d363597ef7b567ce3d14d68783d2b2263d98db3d9477805ba32", size = 70260, upload-time = "2025-08-10T21:27:36.606Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/0f/36d89194b5a32c054ce93e586d4049b6c2c22887b0eb229c61c68afd3078/kiwisolver-1.4.9-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:720e05574713db64c356e86732c0f3c5252818d05f9df320f0ad8380641acea5", size = 60104, upload-time = "2025-08-10T21:27:43.287Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/52/ba/4ed75f59e4658fd21fe7dde1fee0ac397c678ec3befba3fe6482d987af87/kiwisolver-1.4.9-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:17680d737d5335b552994a2008fab4c851bcd7de33094a82067ef3a576ff02fa", size = 58592, upload-time = "2025-08-10T21:27:44.314Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/33/01/a8ea7c5ea32a9b45ceeaee051a04c8ed4320f5add3c51bfa20879b765b70/kiwisolver-1.4.9-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:85b5352f94e490c028926ea567fc569c52ec79ce131dadb968d3853e809518c2", size = 80281, upload-time = "2025-08-10T21:27:45.369Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/da/e3/dbd2ecdce306f1d07a1aaf324817ee993aab7aee9db47ceac757deabafbe/kiwisolver-1.4.9-pp311-pypy311_pp73-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:464415881e4801295659462c49461a24fb107c140de781d55518c4b80cb6790f", size = 78009, upload-time = "2025-08-10T21:27:46.376Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/da/e9/0d4add7873a73e462aeb45c036a2dead2562b825aa46ba326727b3f31016/kiwisolver-1.4.9-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:fb940820c63a9590d31d88b815e7a3aa5915cad3ce735ab45f0c730b39547de1", size = 73929, upload-time = "2025-08-10T21:27:48.236Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/12/dd/a495a9c104be1c476f0386e714252caf2b7eca883915422a64c50b88c6f5/kiwisolver-1.5.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c", size = 122798, upload-time = "2026-03-09T13:12:58.963Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/11/60/37b4047a2af0cf5ef6d8b4b26e91829ae6fc6a2d1f74524bcb0e7cd28a32/kiwisolver-1.5.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb", size = 66216, upload-time = "2026-03-09T13:13:00.155Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0a/aa/510dc933d87767584abfe03efa445889996c70c2990f6f87c3ebaa0a18c5/kiwisolver-1.5.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac", size = 63911, upload-time = "2026-03-09T13:13:01.671Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/80/46/bddc13df6c2a40741e0cc7865bb1c9ed4796b6760bd04ce5fae3928ef917/kiwisolver-1.5.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27", size = 1438209, upload-time = "2026-03-09T13:13:03.385Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fd/d6/76621246f5165e5372f02f5e6f3f48ea336a8f9e96e43997d45b240ed8cd/kiwisolver-1.5.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398", size = 1248888, upload-time = "2026-03-09T13:13:05.231Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b2/c1/31559ec6fb39a5b48035ce29bb63ade628f321785f38c384dee3e2c08bc1/kiwisolver-1.5.0-cp311-cp311-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db", size = 1266304, upload-time = "2026-03-09T13:13:06.743Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5e/ef/1cb8276f2d29cc6a41e0a042f27946ca347d3a4a75acf85d0a16aa6dcc82/kiwisolver-1.5.0-cp311-cp311-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc", size = 1319650, upload-time = "2026-03-09T13:13:08.607Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4c/e4/5ba3cecd7ce6236ae4a80f67e5d5531287337d0e1f076ca87a5abe4cd5d0/kiwisolver-1.5.0-cp311-cp311-manylinux_2_39_riscv64.whl", hash = "sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679", size = 970949, upload-time = "2026-03-09T13:13:10.299Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5a/69/dc61f7ae9a2f071f26004ced87f078235b5507ab6e5acd78f40365655034/kiwisolver-1.5.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309", size = 2199125, upload-time = "2026-03-09T13:13:11.841Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e5/7b/abbe0f1b5afa85f8d084b73e90e5f801c0939eba16ac2e49af7c61a6c28d/kiwisolver-1.5.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2", size = 2293783, upload-time = "2026-03-09T13:13:14.399Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8a/80/5908ae149d96d81580d604c7f8aefd0e98f4fd728cf172f477e9f2a81744/kiwisolver-1.5.0-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c", size = 1960726, upload-time = "2026-03-09T13:13:16.047Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/84/08/a78cb776f8c085b7143142ce479859cfec086bd09ee638a317040b6ef420/kiwisolver-1.5.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08", size = 2464738, upload-time = "2026-03-09T13:13:17.897Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b1/e1/65584da5356ed6cb12c63791a10b208860ac40a83de165cb6a6751a686e3/kiwisolver-1.5.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4", size = 2270718, upload-time = "2026-03-09T13:13:19.421Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/be/6c/28f17390b62b8f2f520e2915095b3c94d88681ecf0041e75389d9667f202/kiwisolver-1.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b", size = 73480, upload-time = "2026-03-09T13:13:20.818Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d8/0e/2ee5debc4f77a625778fec5501ff3e8036fe361b7ee28ae402a485bb9694/kiwisolver-1.5.0-cp311-cp311-win_arm64.whl", hash = "sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac", size = 64930, upload-time = "2026-03-09T13:13:21.997Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4d/b2/818b74ebea34dabe6d0c51cb1c572e046730e64844da6ed646d5298c40ce/kiwisolver-1.5.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9", size = 123158, upload-time = "2026-03-09T13:13:23.127Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bf/d9/405320f8077e8e1c5c4bd6adc45e1e6edf6d727b6da7f2e2533cf58bff71/kiwisolver-1.5.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588", size = 66388, upload-time = "2026-03-09T13:13:24.765Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/9f/795fedf35634f746151ca8839d05681ceb6287fbed6cc1c9bf235f7887c2/kiwisolver-1.5.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819", size = 64068, upload-time = "2026-03-09T13:13:25.878Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c4/13/680c54afe3e65767bed7ec1a15571e1a2f1257128733851ade24abcefbcc/kiwisolver-1.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f", size = 1477934, upload-time = "2026-03-09T13:13:27.166Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c8/2f/cebfcdb60fd6a9b0f6b47a9337198bcbad6fbe15e68189b7011fd914911f/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf", size = 1278537, upload-time = "2026-03-09T13:13:28.707Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f2/0d/9b782923aada3fafb1d6b84e13121954515c669b18af0c26e7d21f579855/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d", size = 1296685, upload-time = "2026-03-09T13:13:30.528Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/27/70/83241b6634b04fe44e892688d5208332bde130f38e610c0418f9ede47ded/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083", size = 1346024, upload-time = "2026-03-09T13:13:32.818Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/db/30ed226fb271ae1a6431fc0fe0edffb2efe23cadb01e798caeb9f2ceae8f/kiwisolver-1.5.0-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6", size = 987241, upload-time = "2026-03-09T13:13:34.435Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ec/bd/c314595208e4c9587652d50959ead9e461995389664e490f4dce7ff0f782/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1", size = 2227742, upload-time = "2026-03-09T13:13:36.4Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c1/43/0499cec932d935229b5543d073c2b87c9c22846aab48881e9d8d6e742a2d/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0", size = 2323966, upload-time = "2026-03-09T13:13:38.204Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3d/6f/79b0d760907965acfd9d61826a3d41f8f093c538f55cd2633d3f0db269f6/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15", size = 1977417, upload-time = "2026-03-09T13:13:39.966Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ab/31/01d0537c41cb75a551a438c3c7a80d0c60d60b81f694dac83dd436aec0d0/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314", size = 2491238, upload-time = "2026-03-09T13:13:41.698Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/34/8aefdd0be9cfd00a44509251ba864f5caf2991e36772e61c408007e7f417/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9", size = 2294947, upload-time = "2026-03-09T13:13:43.343Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ad/cf/0348374369ca588f8fe9c338fae49fa4e16eeb10ffb3d012f23a54578a9e/kiwisolver-1.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384", size = 73569, upload-time = "2026-03-09T13:13:45.792Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/28/26/192b26196e2316e2bd29deef67e37cdf9870d9af8e085e521afff0fed526/kiwisolver-1.5.0-cp312-cp312-win_arm64.whl", hash = "sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7", size = 64997, upload-time = "2026-03-09T13:13:46.878Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9d/69/024d6711d5ba575aa65d5538042e99964104e97fa153a9f10bc369182bc2/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09", size = 123166, upload-time = "2026-03-09T13:13:48.032Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ce/48/adbb40df306f587054a348831220812b9b1d787aff714cfbc8556e38fccd/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3", size = 66395, upload-time = "2026-03-09T13:13:49.365Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a8/3a/d0a972b34e1c63e2409413104216cd1caa02c5a37cb668d1687d466c1c45/kiwisolver-1.5.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd", size = 64065, upload-time = "2026-03-09T13:13:50.562Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/2b/0a/7b98e1e119878a27ba8618ca1e18b14f992ff1eda40f47bccccf4de44121/kiwisolver-1.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3", size = 1477903, upload-time = "2026-03-09T13:13:52.084Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/18/d8/55638d89ffd27799d5cc3d8aa28e12f4ce7a64d67b285114dbedc8ea4136/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96", size = 1278751, upload-time = "2026-03-09T13:13:54.673Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b8/97/b4c8d0d18421ecceba20ad8701358453b88e32414e6f6950b5a4bad54e65/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099", size = 1296793, upload-time = "2026-03-09T13:13:56.287Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c4/10/f862f94b6389d8957448ec9df59450b81bec4abb318805375c401a1e6892/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8", size = 1346041, upload-time = "2026-03-09T13:13:58.269Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/6a/f1650af35821eaf09de398ec0bc2aefc8f211f0cda50204c9f1673741ba9/kiwisolver-1.5.0-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87", size = 987292, upload-time = "2026-03-09T13:13:59.871Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/de/19/d7fb82984b9238115fe629c915007be608ebd23dc8629703d917dbfaffd4/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23", size = 2227865, upload-time = "2026-03-09T13:14:01.401Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/7f/b9/46b7f386589fd222dac9e9de9c956ce5bcefe2ee73b4e79891381dda8654/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859", size = 2324369, upload-time = "2026-03-09T13:14:02.972Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/92/8b/95e237cf3d9c642960153c769ddcbe278f182c8affb20cecc1cc983e7cc5/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902", size = 1977989, upload-time = "2026-03-09T13:14:04.503Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1b/95/980c9df53501892784997820136c01f62bc1865e31b82b9560f980c0e649/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167", size = 2491645, upload-time = "2026-03-09T13:14:06.106Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/32/900647fd0840abebe1561792c6b31e6a7c0e278fc3973d30572a965ca14c/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0", size = 2295237, upload-time = "2026-03-09T13:14:08.891Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/be/8a/be60e3bbcf513cc5a50f4a3e88e1dcecebb79c1ad607a7222877becaa101/kiwisolver-1.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276", size = 73573, upload-time = "2026-03-09T13:14:12.327Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4d/d2/64be2e429eb4fca7f7e1c52a91b12663aeaf25de3895e5cca0f47ef2a8d0/kiwisolver-1.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c", size = 64998, upload-time = "2026-03-09T13:14:13.469Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b0/69/ce68dd0c85755ae2de490bf015b62f2cea5f6b14ff00a463f9d0774449ff/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1", size = 125700, upload-time = "2026-03-09T13:14:14.636Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/74/aa/937aac021cf9d4349990d47eb319309a51355ed1dbdc9c077cdc9224cb11/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e", size = 67537, upload-time = "2026-03-09T13:14:15.808Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ee/20/3a87fbece2c40ad0f6f0aefa93542559159c5f99831d596050e8afae7a9f/kiwisolver-1.5.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7", size = 65514, upload-time = "2026-03-09T13:14:18.035Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f0/7f/f943879cda9007c45e1f7dba216d705c3a18d6b35830e488b6c6a4e7cdf0/kiwisolver-1.5.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c", size = 1584848, upload-time = "2026-03-09T13:14:19.745Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/37/f8/4d4f85cc1870c127c88d950913370dd76138482161cd07eabbc450deff01/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368", size = 1391542, upload-time = "2026-03-09T13:14:21.54Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/04/0b/65dd2916c84d252b244bd405303220f729e7c17c9d7d33dca6feeff9ffc4/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489", size = 1404447, upload-time = "2026-03-09T13:14:23.205Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/39/5c/2606a373247babce9b1d056c03a04b65f3cf5290a8eac5d7bdead0a17e21/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1", size = 1455918, upload-time = "2026-03-09T13:14:24.74Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d5/d1/c6078b5756670658e9192a2ef11e939c92918833d2745f85cd14a6004bdf/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_39_riscv64.whl", hash = "sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3", size = 1072856, upload-time = "2026-03-09T13:14:26.597Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/c8/7def6ddf16eb2b3741d8b172bdaa9af882b03c78e9b0772975408801fa63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18", size = 2333580, upload-time = "2026-03-09T13:14:28.237Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9e/87/2ac1fce0eb1e616fcd3c35caa23e665e9b1948bb984f4764790924594128/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021", size = 2423018, upload-time = "2026-03-09T13:14:30.018Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/67/13/c6700ccc6cc218716bfcda4935e4b2997039869b4ad8a94f364c5a3b8e63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310", size = 2062804, upload-time = "2026-03-09T13:14:32.888Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1b/bd/877056304626943ff0f1f44c08f584300c199b887cb3176cd7e34f1515f1/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3", size = 2597482, upload-time = "2026-03-09T13:14:34.971Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/75/19/c60626c47bf0f8ac5dcf72c6c98e266d714f2fbbfd50cf6dab5ede3aaa50/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2", size = 2394328, upload-time = "2026-03-09T13:14:36.816Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/47/84/6a6d5e5bb8273756c27b7d810d47f7ef2f1f9b9fd23c9ee9a3f8c75c9cef/kiwisolver-1.5.0-cp313-cp313t-win_arm64.whl", hash = "sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53", size = 68410, upload-time = "2026-03-09T13:14:38.695Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/d7/060f45052f2a01ad5762c8fdecd6d7a752b43400dc29ff75cd47225a40fd/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615", size = 123231, upload-time = "2026-03-09T13:14:41.323Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c2/a7/78da680eadd06ff35edef6ef68a1ad273bad3e2a0936c9a885103230aece/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02", size = 66489, upload-time = "2026-03-09T13:14:42.534Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/49/b2/97980f3ad4fae37dd7fe31626e2bf75fbf8bdf5d303950ec1fab39a12da8/kiwisolver-1.5.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e", size = 64063, upload-time = "2026-03-09T13:14:44.759Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e7/f9/b06c934a6aa8bc91f566bd2a214fd04c30506c2d9e2b6b171953216a65b6/kiwisolver-1.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac", size = 1475913, upload-time = "2026-03-09T13:14:46.247Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6b/f0/f768ae564a710135630672981231320bc403cf9152b5596ec5289de0f106/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05", size = 1282782, upload-time = "2026-03-09T13:14:48.458Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e2/9f/1de7aad00697325f05238a5f2eafbd487fb637cc27a558b5367a5f37fb7f/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd", size = 1300815, upload-time = "2026-03-09T13:14:50.721Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5a/c2/297f25141d2e468e0ce7f7a7b92e0cf8918143a0cbd3422c1ad627e85a06/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a", size = 1347925, upload-time = "2026-03-09T13:14:52.304Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b9/d3/f4c73a02eb41520c47610207b21afa8cdd18fdbf64ffd94674ae21c4812d/kiwisolver-1.5.0-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554", size = 991322, upload-time = "2026-03-09T13:14:54.637Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/7b/46/d3f2efef7732fcda98d22bf4ad5d3d71d545167a852ca710a494f4c15343/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581", size = 2232857, upload-time = "2026-03-09T13:14:56.471Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3f/ec/2d9756bf2b6d26ae4349b8d3662fb3993f16d80c1f971c179ce862b9dbae/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303", size = 2329376, upload-time = "2026-03-09T13:14:58.072Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8f/9f/876a0a0f2260f1bde92e002b3019a5fabc35e0939c7d945e0fa66185eb20/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9", size = 1982549, upload-time = "2026-03-09T13:14:59.668Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6c/4f/ba3624dfac23a64d54ac4179832860cb537c1b0af06024936e82ca4154a0/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79", size = 2494680, upload-time = "2026-03-09T13:15:01.364Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/39/b7/97716b190ab98911b20d10bf92eca469121ec483b8ce0edd314f51bc85af/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796", size = 2297905, upload-time = "2026-03-09T13:15:03.925Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/36/4e551e8aa55c9188bca9abb5096805edbf7431072b76e2298e34fd3a3008/kiwisolver-1.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e", size = 75086, upload-time = "2026-03-09T13:15:07.775Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/70/15/9b90f7df0e31a003c71649cf66ef61c3c1b862f48c81007fa2383c8bd8d7/kiwisolver-1.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df", size = 66577, upload-time = "2026-03-09T13:15:09.139Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/17/01/7dc8c5443ff42b38e72731643ed7cf1ed9bf01691ae5cdca98501999ed83/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e", size = 125794, upload-time = "2026-03-09T13:15:10.525Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/46/8a/b4ebe46ebaac6a303417fab10c2e165c557ddaff558f9699d302b256bc53/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4", size = 67646, upload-time = "2026-03-09T13:15:12.016Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/60/35/10a844afc5f19d6f567359bf4789e26661755a2f36200d5d1ed8ad0126e5/kiwisolver-1.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028", size = 65511, upload-time = "2026-03-09T13:15:13.311Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f8/8a/685b297052dd041dcebce8e8787b58923b6e78acc6115a0dc9189011c44b/kiwisolver-1.5.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657", size = 1584858, upload-time = "2026-03-09T13:15:15.103Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9e/80/04865e3d4638ac5bddec28908916df4a3075b8c6cc101786a96803188b96/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920", size = 1392539, upload-time = "2026-03-09T13:15:16.661Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ba/01/77a19cacc0893fa13fafa46d1bba06fb4dc2360b3292baf4b56d8e067b24/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9", size = 1405310, upload-time = "2026-03-09T13:15:18.229Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/53/39/bcaf5d0cca50e604cfa9b4e3ae1d64b50ca1ae5b754122396084599ef903/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d", size = 1456244, upload-time = "2026-03-09T13:15:20.444Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d0/7a/72c187abc6975f6978c3e39b7cf67aeb8b3c0a8f9790aa7fd412855e9e1f/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65", size = 1073154, upload-time = "2026-03-09T13:15:22.039Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c7/ca/cf5b25783ebbd59143b4371ed0c8428a278abe68d6d0104b01865b1bbd0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa", size = 2334377, upload-time = "2026-03-09T13:15:23.741Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4a/e5/b1f492adc516796e88751282276745340e2a72dcd0d36cf7173e0daf3210/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0", size = 2425288, upload-time = "2026-03-09T13:15:25.789Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e6/e5/9b21fbe91a61b8f409d74a26498706e97a48008bfcd1864373d32a6ba31c/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9", size = 2063158, upload-time = "2026-03-09T13:15:27.63Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b1/02/83f47986138310f95ea95531f851b2a62227c11cbc3e690ae1374fe49f0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f", size = 2597260, upload-time = "2026-03-09T13:15:29.421Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/07/18/43a5f24608d8c313dd189cf838c8e68d75b115567c6279de7796197cfb6a/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646", size = 2394403, upload-time = "2026-03-09T13:15:31.517Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3b/b5/98222136d839b8afabcaa943b09bd05888c2d36355b7e448550211d1fca4/kiwisolver-1.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681", size = 79687, upload-time = "2026-03-09T13:15:33.204Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/99/a2/ca7dc962848040befed12732dff6acae7fb3c4f6fc4272b3f6c9a30b8713/kiwisolver-1.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57", size = 70032, upload-time = "2026-03-09T13:15:34.411Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1c/fa/2910df836372d8761bb6eff7d8bdcb1613b5c2e03f260efe7abe34d388a7/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-macosx_10_13_x86_64.whl", hash = "sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797", size = 130262, upload-time = "2026-03-09T13:15:35.629Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0f/41/c5f71f9f00aabcc71fee8b7475e3f64747282580c2fe748961ba29b18385/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203", size = 138036, upload-time = "2026-03-09T13:15:36.894Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fa/06/7399a607f434119c6e1fdc8ec89a8d51ccccadf3341dee4ead6bd14caaf5/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7", size = 194295, upload-time = "2026-03-09T13:15:38.22Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b5/91/53255615acd2a1eaca307ede3c90eb550bae9c94581f8c00081b6b1c8f44/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-win_amd64.whl", hash = "sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57", size = 75987, upload-time = "2026-03-09T13:15:39.65Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e9/eb/5fcbbbf9a0e2c3a35effb88831a483345326bbc3a030a3b5b69aee647f84/kiwisolver-1.5.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232", size = 59532, upload-time = "2026-03-09T13:15:47.047Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c3/9b/e17104555bb4db148fd52327feea1e96be4b88e8e008b029002c281a21ab/kiwisolver-1.5.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a", size = 57420, upload-time = "2026-03-09T13:15:48.199Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/48/44/2b5b95b7aa39fb2d8d9d956e0f3d5d45aef2ae1d942d4c3ffac2f9cfed1a/kiwisolver-1.5.0-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737", size = 79892, upload-time = "2026-03-09T13:15:49.694Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/52/7d/7157f9bba6b455cfb4632ed411e199fc8b8977642c2b12082e1bd9e6d173/kiwisolver-1.5.0-pp311-pypy311_pp73-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16", size = 77603, upload-time = "2026-03-09T13:15:50.945Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0a/dd/8050c947d435c8d4bc94e3252f4d8bb8a76cfb424f043a8680be637a57f1/kiwisolver-1.5.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1", size = 73558, upload-time = "2026-03-09T13:15:52.112Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -4075,7 +4091,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "posthog"
|
||||
version = "7.9.7"
|
||||
version = "7.9.8"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "backoff", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
|
||||
@@ -4085,9 +4101,9 @@ dependencies = [
|
||||
{ name = "six", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
|
||||
{ name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/16/08/e5064ae25749367f38f6d204ce876a045ecf4fd01ed0e66477364925416c/posthog-7.9.7.tar.gz", hash = "sha256:35dcaf4acc37b386b5ebcd6037cc80821e88d359627c0f61537c667c52359483", size = 175634, upload-time = "2026-03-05T22:09:51.979Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/63/f5/490fbe0cd357bf5efaa026200d2a29aaa5e39cd8272cfe0e2d449f46f2db/posthog-7.9.8.tar.gz", hash = "sha256:52b1fa5f3d3faf2ee2fb7f5eb375332905887f7c1e386ef45103448413bd3e57", size = 176688, upload-time = "2026-03-09T14:34:07.822Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/ed/8a/3e4dd145d7d5aaad856d522c61475c51ee80b512b6446bfb3966b2dedf66/posthog-7.9.7-py3-none-any.whl", hash = "sha256:204e47c27dcc230d0bc9b323709c36f98f86e79fa8190caea3b1fbc3c999b1a0", size = 201316, upload-time = "2026-03-05T22:09:50.18Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0f/aa/8b3de1650e0c39223c7f9b7c0f4961f7d39bfa690fa800a9521565381ecb/posthog-7.9.8-py3-none-any.whl", hash = "sha256:2735bcc3232e22c88034454e820c1739f4b29e606d55f31e56b52202650e4330", size = 202361, upload-time = "2026-03-09T14:34:06.031Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -4105,26 +4121,26 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "prek"
|
||||
version = "0.3.4"
|
||||
version = "0.3.5"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/c6/51/2324eaad93a4b144853ca1c56da76f357d3a70c7b4fd6659e972d7bb8660/prek-0.3.4.tar.gz", hash = "sha256:56a74d02d8b7dfe3c774ecfcd8c1b4e5f1e1b84369043a8003e8e3a779fce72d", size = 356633, upload-time = "2026-02-28T03:47:13.452Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/46/d6/277e002e56eeab3a9d48f1ca4cc067d249d6326fc1783b770d70ad5ae2be/prek-0.3.5.tar.gz", hash = "sha256:ca40b6685a4192256bc807f32237af94bf9b8799c0d708b98735738250685642", size = 374806, upload-time = "2026-03-09T10:35:18.842Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/09/20/1a964cb72582307c2f1dc7f583caab90f42810ad41551e5220592406a4c3/prek-0.3.4-py3-none-linux_armv6l.whl", hash = "sha256:c35192d6e23fe7406bd2f333d1c7dab1a4b34ab9289789f453170f33550aa74d", size = 4641915, upload-time = "2026-02-28T03:47:03.772Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c5/cb/4a21f37102bac37e415b61818344aa85de8d29a581253afa7db8c08d5a33/prek-0.3.4-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:6f784d78de72a8bbe58a5fe7bde787c364ae88f0aff5222c5c5c7287876c510a", size = 4649166, upload-time = "2026-02-28T03:47:06.164Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/85/9c/a7c0d117a098d57931428bdb60fcb796e0ebc0478c59288017a2e22eca96/prek-0.3.4-py3-none-macosx_11_0_arm64.whl", hash = "sha256:50a43f522625e8c968e8c9992accf9e29017abad6c782d6d176b73145ad680b7", size = 4274422, upload-time = "2026-02-28T03:46:59.356Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/59/84/81d06df1724d09266df97599a02543d82fde7dfaefd192f09d9b2ccb092f/prek-0.3.4-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:4bbb1d3912a88935f35c6ba4466b4242732e3e3a8c608623c708e83cea85de00", size = 4629873, upload-time = "2026-02-28T03:46:56.419Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/09/cd/bb0aefa25cfacd8dbced75b9a9d9945707707867fa5635fb69ae1bbc2d88/prek-0.3.4-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ca4d4134db8f6e8de3c418317becdf428957e3cab271807f475318105fd46d04", size = 4552507, upload-time = "2026-02-28T03:47:05.004Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9b/c0/578a7af4861afb64ec81c03bfdcc1bb3341bb61f2fff8a094ecf13987a56/prek-0.3.4-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7fb6395f6eb76133bb1e11fc718db8144522466cdc2e541d05e7813d1bbcae7d", size = 4865929, upload-time = "2026-02-28T03:47:09.231Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fc/48/f169406590028f7698ef2e1ff5bffd92ca05e017636c1163a2f5ef0f8275/prek-0.3.4-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:aae17813239ddcb4ae7b38418de4d49afff740f48f8e0556029c96f58e350412", size = 5390286, upload-time = "2026-02-28T03:47:10.796Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/05/c5/98a73fec052059c3ae06ce105bef67caca42334c56d84e9ef75df72ba152/prek-0.3.4-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10a621a690d9c127afc3d21c275030d364d1fbef3296c095068d3ae80a59546e", size = 4891028, upload-time = "2026-02-28T03:47:07.916Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/b4/029966e35e59b59c142be7e1d2208ad261709ac1a66aa4a3ce33c5b9f91f/prek-0.3.4-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:d978c31bc3b1f0b3d58895b7c6ac26f077e0ea846da54f46aeee4c7088b1b105", size = 4633986, upload-time = "2026-02-28T03:47:14.351Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1d/27/d122802555745b6940c99fcb41496001c192ddcdf56ec947ec10a0298e05/prek-0.3.4-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:a8e089a030f0a023c22a4bb2ec4ff3fcc153585d701cff67acbfca2f37e173ae", size = 4680722, upload-time = "2026-02-28T03:47:12.224Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/34/40/92318c96b3a67b4e62ed82741016ede34d97ea9579d3cc1332b167632222/prek-0.3.4-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:8060c72b764f0b88112616763da9dd3a7c293e010f8520b74079893096160a2f", size = 4535623, upload-time = "2026-02-28T03:46:52.221Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/df/f5/6b383d94e722637da4926b4f609d36fe432827bb6f035ad46ee02bde66b6/prek-0.3.4-py3-none-musllinux_1_1_i686.whl", hash = "sha256:65b23268456b5a763278d4e1ec532f2df33918f13ded85869a1ddff761eb9697", size = 4729879, upload-time = "2026-02-28T03:46:57.886Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/79/f8/fdc705b807d813fd713ffa4f67f96741542ed1dafbb221206078c06f3df4/prek-0.3.4-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:3975c61139c7b3200e38dc3955e050b0f2615701d3deb9715696a902e850509e", size = 5001569, upload-time = "2026-02-28T03:47:00.892Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/84/92/b007a41f58e8192a1e611a21b396ad870d51d7873b7af12068ebae7fc15f/prek-0.3.4-py3-none-win32.whl", hash = "sha256:37449ae82f4dc08b72e542401e3d7318f05d1163e87c31ab260a40f425d6516e", size = 4297057, upload-time = "2026-02-28T03:47:02.219Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bb/dc/bcb02de9b11461e8e0c7d3c8fdf8cfa15ac6efe73472a4375549ba5defd2/prek-0.3.4-py3-none-win_amd64.whl", hash = "sha256:60e9aa86ca65de963510ae28c5d94b9d7a97bcbaa6e4cdb5bf5083ed4c45dc71", size = 4655174, upload-time = "2026-02-28T03:46:53.749Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0b/86/98f5598569f4cd3de7161e266fab6a8981e65555f79d4704810c1502ad0a/prek-0.3.4-py3-none-win_arm64.whl", hash = "sha256:486bdae8f4512d3b4f6eb61b83e5b7595da2adca385af4b2b7823c0ab38d1827", size = 4367817, upload-time = "2026-02-28T03:46:55.264Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8f/a9/16dd8d3a50362ebccffe58518af1f1f571c96f0695d7fcd8bbd386585f58/prek-0.3.5-py3-none-linux_armv6l.whl", hash = "sha256:44b3e12791805804f286d103682b42a84e0f98a2687faa37045e9d3375d3d73d", size = 5105604, upload-time = "2026-03-09T10:35:00.332Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e4/74/bc6036f5bf03860cda66ab040b32737e54802b71a81ec381839deb25df9e/prek-0.3.5-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:e3cb451cc51ac068974557491beb4c7d2d41dfde29ed559c1694c8ce23bf53e8", size = 5506155, upload-time = "2026-03-09T10:35:17.64Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/02/d9/a3745c2a10509c63b6a118ada766614dd705efefd08f275804d5c807aa4a/prek-0.3.5-py3-none-macosx_11_0_arm64.whl", hash = "sha256:ad8f5f0d8da53dc94d00b76979af312b3dacccc9dcbc6417756c5dca3633c052", size = 5100383, upload-time = "2026-03-09T10:35:13.302Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/43/8e/de965fc515d39309a332789cd3778161f7bc80cde15070bedf17f9f8cb93/prek-0.3.5-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:4511e15d34072851ac88e4b2006868fbe13655059ad941d7a0ff9ee17138fd9f", size = 5334913, upload-time = "2026-03-09T10:35:14.813Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/3f/8c/44f07e8940256059cfd82520e3cbe0764ab06ddb4aa43148465db00b39ad/prek-0.3.5-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fcc0b63b8337e2046f51267facaac63ba755bc14aad53991840a5eccba3e5c28", size = 5033825, upload-time = "2026-03-09T10:35:06.976Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/94/85/3ff0f96881ff2360c212d310ff23c3cf5a15b223d34fcfa8cdcef203be69/prek-0.3.5-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f5fc0d78c3896a674aeb8247a83bbda7efec85274dbdfbc978ceff8d37e4ed20", size = 5438586, upload-time = "2026-03-09T10:34:58.779Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/79/a5/c6d08d31293400fcb5d427f8e7e6bacfc959988e868ad3a9d97b4d87c4b7/prek-0.3.5-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:64cad21cb9072d985179495b77b312f6b81e7b45357d0c68dc1de66e0408eabc", size = 6359714, upload-time = "2026-03-09T10:34:57.454Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ba/18/321dcff9ece8065d42c8c1c7a53a23b45d2b4330aa70993be75dc5f2822f/prek-0.3.5-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:45ee84199bb48e013bdfde0c84352c17a44cc42d5792681b86d94e9474aab6f8", size = 5717632, upload-time = "2026-03-09T10:35:08.634Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a3/7f/1288226aa381d0cea403157f4e6b64b356e1a745f2441c31dd9d8a1d63da/prek-0.3.5-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:f43275e5d564e18e52133129ebeb5cb071af7ce4a547766c7f025aa0955dfbb6", size = 5339040, upload-time = "2026-03-09T10:35:03.665Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/22/94/cfec83df9c2b8e7ed1608087bcf9538a6a77b4c2e7365123e9e0a3162cd1/prek-0.3.5-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:abcee520d31522bcbad9311f21326b447694cd5edba33618c25fd023fc9865ec", size = 5162586, upload-time = "2026-03-09T10:35:11.564Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/13/b7/741d62132f37a5f7cc0fad1168bd31f20dea9628f482f077f569547e0436/prek-0.3.5-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:499c56a94a155790c75a973d351a33f8065579d9094c93f6d451ada5d1e469be", size = 5002933, upload-time = "2026-03-09T10:35:16.347Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6f/83/630a5671df6550fcfa67c54955e8a8174eb9b4d97ac38fb05a362029245b/prek-0.3.5-py3-none-musllinux_1_1_i686.whl", hash = "sha256:de1065b59f194624adc9dea269d4ff6b50e98a1b5bb662374a9adaa496b3c1eb", size = 5304934, upload-time = "2026-03-09T10:35:09.975Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/de/79/67a7afd0c0b6c436630b7dba6e586a42d21d5d6e5778fbd9eba7bbd3dd26/prek-0.3.5-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:a1c4869e45ee341735d07179da3a79fa2afb5959cef8b3c8a71906eb52dc6933", size = 5829914, upload-time = "2026-03-09T10:35:05.39Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/37/47/e2fe13b33e7b5fdd9dd1a312f5440208bfe1be6183e54c5c99c10f27d848/prek-0.3.5-py3-none-win32.whl", hash = "sha256:70b2152ecedc58f3f4f69adc884617b0cf44259f7414c44d6268ea6f107672eb", size = 4836910, upload-time = "2026-03-09T10:35:01.884Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/6b/ab/dc2a139fd4896d11f39631479ed385e86307af7f54059ebe9414bb0d00c6/prek-0.3.5-py3-none-win_amd64.whl", hash = "sha256:01d031b684f7e1546225393af1268d9b4451a44ef6cb9be4101c85c7862e08db", size = 5234234, upload-time = "2026-03-09T10:35:20.193Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ed/38/f7256b4b7581444f658e909c3b566f51bfabe56c03e80d107a6932d62040/prek-0.3.5-py3-none-win_arm64.whl", hash = "sha256:aa774168e3d868039ff79422bdef2df8d5a016ed804a9914607dcdd3d41da053", size = 5083330, upload-time = "2026-03-09T10:34:55.469Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -5378,11 +5394,11 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "setuptools"
|
||||
version = "82.0.0"
|
||||
version = "82.0.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/82/f3/748f4d6f65d1756b9ae577f329c951cda23fb900e4de9f70900ced962085/setuptools-82.0.0.tar.gz", hash = "sha256:22e0a2d69474c6ae4feb01951cb69d515ed23728cf96d05513d36e42b62b37cb", size = 1144893, upload-time = "2026-02-08T15:08:40.206Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/4f/db/cfac1baf10650ab4d1c111714410d2fbb77ac5a616db26775db562c8fab2/setuptools-82.0.1.tar.gz", hash = "sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9", size = 1152316, upload-time = "2026-03-09T12:47:17.221Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/e1/c6/76dc613121b793286a3f91621d7b75a2b493e0390ddca50f11993eadf192/setuptools-82.0.0-py3-none-any.whl", hash = "sha256:70b18734b607bd1da571d097d236cfcfacaf01de45717d59e6e04b96877532e0", size = 1003468, upload-time = "2026-02-08T15:08:38.723Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/9d/76/f789f7a86709c6b087c5a2f52f911838cad707cc613162401badc665acfe/setuptools-82.0.1-py3-none-any.whl", hash = "sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb", size = 1006223, upload-time = "2026-03-09T12:47:15.026Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
|
||||
Reference in New Issue
Block a user