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@@ -26,6 +26,7 @@ HINDSIGHT_API_LOG_LEVEL=info
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# Database (Optional - uses embedded pg0 by default)
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# HINDSIGHT_API_DATABASE_URL=postgresql://user:pass@host:5432/db
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# HINDSIGHT_API_DATABASE_SCHEMA=public # PostgreSQL schema name (default: public)
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# Embeddings Configuration (Optional - uses local by default)
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# Provider: "local" (default) or "tei" (HuggingFace Text Embeddings Inference)
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+4
-1
@@ -45,9 +45,12 @@ hindsight-docs/static/llms-full.txt
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hindsight-dev/benchmarks/locomo/results/
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hindsight-dev/benchmarks/longmemeval/results/
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hindsight-dev/benchmarks/consolidation/results/
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benchmarks/results/
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hindsight-cli/target
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hindsight-clients/rust/target
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.claude
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whats-next.md
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TASK.md
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CHANGELOG.md
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# Changelog is now tracked in hindsight-docs/src/pages/changelog.md
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# CHANGELOG.md
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@@ -1,6 +1,6 @@
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<div align="center">
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||||

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||||

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|
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[Documentation](https://hindsight.vectorize.io) • [Paper](https://arxiv.org/abs/2512.12818) • [Cookbook](https://hindsight.vectorize.io/cookbook) • [Hindsight Cloud](https://vectorize.io/hindsight/cloud)
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@@ -17,55 +17,31 @@
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|
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## What is Hindsight?
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Hindsight™ is an agent memory system built to create smarter agents that learn over time. It eliminates the shortcomings of alternative techniques such as RAG and knowledge graph and delivers state-of-the-art performance on long term memory tasks.
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Hindsight™ is an agent memory system built to create smarter agents that learn over time. Most agent memory systems focus on recalling conversation history. Hindsight is focused on making agents that learn, not just remember.
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Hindsight addresses common challenges that have frustrated AI engineers building agents to automate tasks and assist users with conversational interfaces. Many of these challenges stem directly from a lack of memory.
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- **Inconsistency:** Agents complete tasks successfully one time, then fail when asked to complete the same task again. Memory gives the agent a mechanism to remember what worked and what didn't and to use that information to reduce errors and improve consistency.
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- **Hallucinations:** Long term memory can be seeded with external knowledge to ground agent behavior in reliable sources to augment training data.
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- **Cognitive Overload:** As workflows get complex, retrievals, tool calls, user messages and agent responses can grow to fill the context window leading to context rot. Short term memory optimization allows agents to reduce tokens and focus context by removing irrelevant details.
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<video src="https://github.com/user-attachments/assets/923b798d-3581-4897-bb62-9cfa5a931682" controls></video>
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## How is Hindsight Different From Other Memory Systems?
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|
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Most agent memory implementation rely on basic vector search or sometimes use a knowledge graph. Hindsight uses biomimetic data structures to organize agent memories in a way that is more like how human memory works:
|
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|
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- **World:** Facts about the world ("The stove gets hot")
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- **Experiences:** Agent's own experiences ("I touched the stove and it really hurt")
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- **Opinion:** Beliefs with confidence scores ("I shouldn't touch the stove again" - .99 confidence)
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- **Observation:** Complex mental models derived by reflecting on facts and experiences ("Curling irons, ovens, and fire are also hot. I shouldn't touch those either.")
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|
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Memories in Hindsight are stored in banks (i.e. memory banks). When memories are added to Hindsight, they are pushed into either the world facts or experiences memory pathway. They are then represented as a combination of entities, relationships, and time series with sparse/dense vector representations to aid in later recall.
|
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|
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Hindsight provides three simple methods to interact with the system:
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|
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- **Retain:** Provide information to Hindsight that you want it to remember
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- **Recall:** Retrieve memories from Hindsight
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- **Reflect:** Reflect on memories and experiences to generate new observations and insights from existing memories.
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|
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### Agent Memory That Learns
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A key goal of Hindsight is to build agent memory that enables agents to learn and improve over time. This is the role of the `reflect` operation which provides the agent to form broader opinions and observations over time.
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For example, imagine a product support agent that is helping a user troubleshoot a problem. It uses a `search-documentation` tool it found on an MCP server. Later in the conversation, the agent discovers that the documentation returned from the tool wasn't for the product the user was asking about. The agent now has an experience in its memory bank. And just like humans, we want that agent to learn from its experience.
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|
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As the agent gains more experiences, `reflect` allows the agent to form observations about what worked, what didn't, and what to do differently the next time it encounters a similar task.
|
||||
|
||||
---
|
||||
It eliminates the shortcomings of alternative techniques such as RAG and knowledge graph and delivers state-of-the-art performance on long term memory tasks.
|
||||
|
||||
## Memory Performance & Accuracy
|
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|
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Hindsight has achieved state-of-the-art performance on the LongMemEval benchmark, widely used to assess memory system performance across a variety of conversational
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AI scenarios. The current reported performance of Hindsight and other agent memory solutions as of December 2025 is shown here:
|
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Hindsight is the most accurate agent memory system ever tested according to benchmark performance. It has achieved state-of-the-art performance on the LongMemEval benchmark, widely used to assess memory system performance across a variety of conversational AI scenarios. The current reported performance of Hindsight and other agent memory solutions as of January 2026 is shown here:
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|
||||

|
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The benchmark performance data for Hindsight and GPT-4o (full context) have been reproduced by research collaborators at the Virginia Tech [Sanghani Center for Artificial Intelligence and Data Analytics](https://sanghani.cs.vt.edu/) and The Washington Post. Other scores are self-reported by software vendors.
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The benchmark performance data for Hindsight has been independently reproduced by research collaborators at the Virginia Tech [Sanghani Center for Artificial Intelligence and Data Analytics](https://sanghani.cs.vt.edu/) and The Washington Post. Other scores are self-reported by software vendors.
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|
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A thorough examination of the techniques implemented in Hindsight and detailed breakdowns of benchmark performance are [available on arXiv](https://arxiv.org/abs/2512.12818). This research is currently being prepared for conference submission and the wider peer review process.
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Hindsight is being used in production at Fortune 500 enterprises and by a growing number of AI startups.
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## Adding Hindsight to Your AI Agents
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The easiest way use Hindsight with an existing agent is with the LLM Wrapper. You can add memory to your agent with 2 lines of code. That will swap your current LLM client out with the Hindsight wrapper. After that, memories will be stored and retrieved automatically as you make LLM calls.
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If you need more control over how and when your agent stores and recalls memories, there's also a simple API you can integrate with using the SDKs or directly via HTTP.
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The benchmark results from this research can be inspected in our [visual benchmark explorer](https://hindsight-benchmarks.vercel.app). As additional improvements are made to Hindsight, new benchmark data will be available for review using this same tool.
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## Quick Start
|
||||
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@@ -148,8 +124,45 @@ await client.recall('my-bank', 'What does Alice like?');
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|
||||
---
|
||||
|
||||
## Use Cases
|
||||
|
||||
|
||||
Hindsight is built to support conversational AI agents as well as agents that are intended to perform tasks autonomously. The ideal use case for Hindsight are agents that require a blend of these features such as AI employees that need to handle open-ended tasks, change behavior based on user feedback, and learn to perform complex tasks to automate work at a level that approximates a human work. Hindsight can be used with simple AI workflows like those built with n8n and other similar tools, but may be overkill for such applications.
|
||||
|
||||
### Per-User Memories and Chat History
|
||||
|
||||
One of the simpler use cases you can use Hindsight for is to personalize AI chatbots and other conversational agents by storing and recalling memories associated with individual users.
|
||||
|
||||
The requirements for this use case usually look something like this:
|
||||
|
||||

|
||||
|
||||
<video src="https://github.com/user-attachments/assets/4805e8e1-e7d1-47c6-a4f8-2344a5ec8906" controls></video>
|
||||
|
||||
Satisfying these requirements in Hindsight is straightforward. When new user inputs and tool calls are ingested into Hindsight using the retain operation, custom metadata can be used to enrich the new memories. Metadata provides a convenient way to isolate memories that need to be restricted to a given user. Once these are fed into the retain operation, any raw memories and mental models that get created can be filtered when retrieving relevant memories.
|
||||
|
||||

|
||||
|
||||
---
|
||||
|
||||
## Architecture & Operations
|
||||
|
||||

|
||||
|
||||
Most agent memory implementation rely on basic vector search or sometimes use a knowledge graph. Hindsight uses biomimetic data structures to organize agent memories in a way that is more like how human memory works:
|
||||
|
||||
- **World:** Facts about the world ("The stove gets hot")
|
||||
- **Experiences:** Agent's own experiences ("I touched the stove and it really hurt")
|
||||
- **Mental Models:** Learned understanding of the agent's world formed by reflecting on raw memories and experiences.
|
||||
|
||||
Memories in Hindsight are stored in banks (i.e. memory banks). When memories are added to Hindsight, they are pushed into either the world facts or experiences memory pathway. They are then represented as a combination of entities, relationships, and time series with sparse/dense vector representations to aid in later recall.
|
||||
|
||||
Hindsight provides three simple methods to interact with the system:
|
||||
|
||||
- **Retain:** Provide information to Hindsight that you want it to remember
|
||||
- **Recall:** Retrieve memories from Hindsight
|
||||
- **Reflect:** Reflect on memories and experiences to generate new observations and insights from existing memories.
|
||||
|
||||
### Retain
|
||||
|
||||
The `retain` operation is used to push new memories into Hindsight. It tells Hindsight to _retain_ the information you pass in as an input.
|
||||
@@ -208,7 +221,7 @@ The final output is trimmed as needed to fit within the token limit.
|
||||
|
||||
### Reflect
|
||||
|
||||
The reflect operation is used to perform a more thorough analysis of existing memories. This allows the agent to form new connections between memories which are then persisted as opinions and/or observations. When building agents, the reflect operation is a key capability to enable the agent to learn from its experiences.
|
||||
The reflect operation is used to perform a more thorough analysis of existing memories. This allows the agent to form new connections between memories and build a more thorough understanding of its world.
|
||||
|
||||
For example, the `reflect` operation can be used to support use cases such as:
|
||||
|
||||
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||||
@@ -2,8 +2,8 @@ apiVersion: v2
|
||||
name: hindsight
|
||||
description: Hindsight helm chart
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||||
type: application
|
||||
version: 0.3.0
|
||||
appVersion: "0.3.0"
|
||||
version: 0.4.1
|
||||
appVersion: "0.4.1"
|
||||
keywords:
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||||
- ai
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||||
- memory
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||||
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||||
@@ -46,4 +46,4 @@ __all__ = [
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||||
"RemoteTEICrossEncoder",
|
||||
"LLMConfig",
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||||
]
|
||||
__version__ = "0.1.0"
|
||||
__version__ = "0.4.1"
|
||||
|
||||
@@ -1323,7 +1323,7 @@ class VersionResponse(BaseModel):
|
||||
model_config = ConfigDict(
|
||||
json_schema_extra={
|
||||
"example": {
|
||||
"api_version": "1.0.0",
|
||||
"api_version": "0.4.0",
|
||||
"features": {
|
||||
"observations": False,
|
||||
"mcp": True,
|
||||
@@ -1567,11 +1567,12 @@ def _register_routes(app: FastAPI):
|
||||
Returns version info and feature flags that can be used by clients
|
||||
to determine which capabilities are available.
|
||||
"""
|
||||
from hindsight_api import __version__
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||||
from hindsight_api.config import get_config
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||||
|
||||
config = get_config()
|
||||
return VersionResponse(
|
||||
api_version="1.0.0",
|
||||
api_version=__version__,
|
||||
features=FeaturesInfo(
|
||||
observations=config.enable_observations,
|
||||
mcp=config.mcp_enabled,
|
||||
|
||||
@@ -20,6 +20,7 @@ logger = logging.getLogger(__name__)
|
||||
|
||||
# Environment variable names
|
||||
ENV_DATABASE_URL = "HINDSIGHT_API_DATABASE_URL"
|
||||
ENV_DATABASE_SCHEMA = "HINDSIGHT_API_DATABASE_SCHEMA"
|
||||
ENV_LLM_PROVIDER = "HINDSIGHT_API_LLM_PROVIDER"
|
||||
ENV_LLM_API_KEY = "HINDSIGHT_API_LLM_API_KEY"
|
||||
ENV_LLM_MODEL = "HINDSIGHT_API_LLM_MODEL"
|
||||
@@ -46,6 +47,7 @@ ENV_CONSOLIDATION_LLM_BASE_URL = "HINDSIGHT_API_CONSOLIDATION_LLM_BASE_URL"
|
||||
|
||||
ENV_EMBEDDINGS_PROVIDER = "HINDSIGHT_API_EMBEDDINGS_PROVIDER"
|
||||
ENV_EMBEDDINGS_LOCAL_MODEL = "HINDSIGHT_API_EMBEDDINGS_LOCAL_MODEL"
|
||||
ENV_EMBEDDINGS_LOCAL_FORCE_CPU = "HINDSIGHT_API_EMBEDDINGS_LOCAL_FORCE_CPU"
|
||||
ENV_EMBEDDINGS_TEI_URL = "HINDSIGHT_API_EMBEDDINGS_TEI_URL"
|
||||
ENV_EMBEDDINGS_OPENAI_API_KEY = "HINDSIGHT_API_EMBEDDINGS_OPENAI_API_KEY"
|
||||
ENV_EMBEDDINGS_OPENAI_MODEL = "HINDSIGHT_API_EMBEDDINGS_OPENAI_MODEL"
|
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@@ -65,6 +67,7 @@ ENV_RERANKER_LITELLM_MODEL = "HINDSIGHT_API_RERANKER_LITELLM_MODEL"
|
||||
|
||||
ENV_RERANKER_PROVIDER = "HINDSIGHT_API_RERANKER_PROVIDER"
|
||||
ENV_RERANKER_LOCAL_MODEL = "HINDSIGHT_API_RERANKER_LOCAL_MODEL"
|
||||
ENV_RERANKER_LOCAL_FORCE_CPU = "HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU"
|
||||
ENV_RERANKER_LOCAL_MAX_CONCURRENT = "HINDSIGHT_API_RERANKER_LOCAL_MAX_CONCURRENT"
|
||||
ENV_RERANKER_TEI_URL = "HINDSIGHT_API_RERANKER_TEI_URL"
|
||||
ENV_RERANKER_TEI_BATCH_SIZE = "HINDSIGHT_API_RERANKER_TEI_BATCH_SIZE"
|
||||
@@ -98,6 +101,7 @@ ENV_RETAIN_OBSERVATIONS_ASYNC = "HINDSIGHT_API_RETAIN_OBSERVATIONS_ASYNC"
|
||||
# Observations settings (consolidated knowledge from facts)
|
||||
ENV_ENABLE_OBSERVATIONS = "HINDSIGHT_API_ENABLE_OBSERVATIONS"
|
||||
ENV_CONSOLIDATION_BATCH_SIZE = "HINDSIGHT_API_CONSOLIDATION_BATCH_SIZE"
|
||||
ENV_CONSOLIDATION_MAX_TOKENS = "HINDSIGHT_API_CONSOLIDATION_MAX_TOKENS"
|
||||
|
||||
# Optimization flags
|
||||
ENV_SKIP_LLM_VERIFICATION = "HINDSIGHT_API_SKIP_LLM_VERIFICATION"
|
||||
@@ -125,6 +129,7 @@ ENV_REFLECT_MAX_ITERATIONS = "HINDSIGHT_API_REFLECT_MAX_ITERATIONS"
|
||||
|
||||
# Default values
|
||||
DEFAULT_DATABASE_URL = "pg0"
|
||||
DEFAULT_DATABASE_SCHEMA = "public"
|
||||
DEFAULT_LLM_PROVIDER = "openai"
|
||||
DEFAULT_LLM_MODEL = "gpt-5-mini"
|
||||
DEFAULT_LLM_MAX_CONCURRENT = 32
|
||||
@@ -132,11 +137,13 @@ DEFAULT_LLM_TIMEOUT = 120.0 # seconds
|
||||
|
||||
DEFAULT_EMBEDDINGS_PROVIDER = "local"
|
||||
DEFAULT_EMBEDDINGS_LOCAL_MODEL = "BAAI/bge-small-en-v1.5"
|
||||
DEFAULT_EMBEDDINGS_LOCAL_FORCE_CPU = False # Force CPU mode for local embeddings (avoids MPS/XPC issues on macOS)
|
||||
DEFAULT_EMBEDDINGS_OPENAI_MODEL = "text-embedding-3-small"
|
||||
DEFAULT_EMBEDDING_DIMENSION = 384
|
||||
|
||||
DEFAULT_RERANKER_PROVIDER = "local"
|
||||
DEFAULT_RERANKER_LOCAL_MODEL = "cross-encoder/ms-marco-MiniLM-L-6-v2"
|
||||
DEFAULT_RERANKER_LOCAL_FORCE_CPU = False # Force CPU mode for local reranker (avoids MPS/XPC issues on macOS)
|
||||
DEFAULT_RERANKER_LOCAL_MAX_CONCURRENT = 4 # Limit concurrent CPU-bound reranking to prevent thrashing
|
||||
DEFAULT_RERANKER_TEI_BATCH_SIZE = 128
|
||||
DEFAULT_RERANKER_TEI_MAX_CONCURRENT = 8
|
||||
@@ -177,6 +184,7 @@ DEFAULT_RETAIN_OBSERVATIONS_ASYNC = False # Run observation generation async (a
|
||||
# Observations defaults (consolidated knowledge from facts)
|
||||
DEFAULT_ENABLE_OBSERVATIONS = True # Observations enabled by default
|
||||
DEFAULT_CONSOLIDATION_BATCH_SIZE = 50 # Memories to load per batch (internal memory optimization)
|
||||
DEFAULT_CONSOLIDATION_MAX_TOKENS = 1024 # Max tokens for recall when finding related observations
|
||||
|
||||
# Database migrations
|
||||
DEFAULT_RUN_MIGRATIONS_ON_STARTUP = True
|
||||
@@ -270,6 +278,7 @@ class HindsightConfig:
|
||||
|
||||
# Database
|
||||
database_url: str
|
||||
database_schema: str
|
||||
|
||||
# LLM (default, used as fallback for per-operation config)
|
||||
llm_provider: str
|
||||
@@ -298,6 +307,7 @@ class HindsightConfig:
|
||||
# Embeddings
|
||||
embeddings_provider: str
|
||||
embeddings_local_model: str
|
||||
embeddings_local_force_cpu: bool
|
||||
embeddings_tei_url: str | None
|
||||
embeddings_openai_base_url: str | None
|
||||
embeddings_cohere_base_url: str | None
|
||||
@@ -305,6 +315,8 @@ class HindsightConfig:
|
||||
# Reranker
|
||||
reranker_provider: str
|
||||
reranker_local_model: str
|
||||
reranker_local_force_cpu: bool
|
||||
reranker_local_max_concurrent: int
|
||||
reranker_tei_url: str | None
|
||||
reranker_tei_batch_size: int
|
||||
reranker_tei_max_concurrent: int
|
||||
@@ -336,6 +348,7 @@ class HindsightConfig:
|
||||
# Observations settings (consolidated knowledge from facts)
|
||||
enable_observations: bool
|
||||
consolidation_batch_size: int
|
||||
consolidation_max_tokens: int
|
||||
|
||||
# Optimization flags
|
||||
skip_llm_verification: bool
|
||||
@@ -367,6 +380,7 @@ class HindsightConfig:
|
||||
return cls(
|
||||
# Database
|
||||
database_url=os.getenv(ENV_DATABASE_URL, DEFAULT_DATABASE_URL),
|
||||
database_schema=os.getenv(ENV_DATABASE_SCHEMA, DEFAULT_DATABASE_SCHEMA),
|
||||
# LLM
|
||||
llm_provider=os.getenv(ENV_LLM_PROVIDER, DEFAULT_LLM_PROVIDER),
|
||||
llm_api_key=os.getenv(ENV_LLM_API_KEY),
|
||||
@@ -390,12 +404,23 @@ class HindsightConfig:
|
||||
# Embeddings
|
||||
embeddings_provider=os.getenv(ENV_EMBEDDINGS_PROVIDER, DEFAULT_EMBEDDINGS_PROVIDER),
|
||||
embeddings_local_model=os.getenv(ENV_EMBEDDINGS_LOCAL_MODEL, DEFAULT_EMBEDDINGS_LOCAL_MODEL),
|
||||
embeddings_local_force_cpu=os.getenv(
|
||||
ENV_EMBEDDINGS_LOCAL_FORCE_CPU, str(DEFAULT_EMBEDDINGS_LOCAL_FORCE_CPU)
|
||||
).lower()
|
||||
in ("true", "1"),
|
||||
embeddings_tei_url=os.getenv(ENV_EMBEDDINGS_TEI_URL),
|
||||
embeddings_openai_base_url=os.getenv(ENV_EMBEDDINGS_OPENAI_BASE_URL) or None,
|
||||
embeddings_cohere_base_url=os.getenv(ENV_EMBEDDINGS_COHERE_BASE_URL) or None,
|
||||
# Reranker
|
||||
reranker_provider=os.getenv(ENV_RERANKER_PROVIDER, DEFAULT_RERANKER_PROVIDER),
|
||||
reranker_local_model=os.getenv(ENV_RERANKER_LOCAL_MODEL, DEFAULT_RERANKER_LOCAL_MODEL),
|
||||
reranker_local_force_cpu=os.getenv(
|
||||
ENV_RERANKER_LOCAL_FORCE_CPU, str(DEFAULT_RERANKER_LOCAL_FORCE_CPU)
|
||||
).lower()
|
||||
in ("true", "1"),
|
||||
reranker_local_max_concurrent=int(
|
||||
os.getenv(ENV_RERANKER_LOCAL_MAX_CONCURRENT, str(DEFAULT_RERANKER_LOCAL_MAX_CONCURRENT))
|
||||
),
|
||||
reranker_tei_url=os.getenv(ENV_RERANKER_TEI_URL),
|
||||
reranker_tei_batch_size=int(os.getenv(ENV_RERANKER_TEI_BATCH_SIZE, str(DEFAULT_RERANKER_TEI_BATCH_SIZE))),
|
||||
reranker_tei_max_concurrent=int(
|
||||
@@ -444,6 +469,9 @@ class HindsightConfig:
|
||||
consolidation_batch_size=int(
|
||||
os.getenv(ENV_CONSOLIDATION_BATCH_SIZE, str(DEFAULT_CONSOLIDATION_BATCH_SIZE))
|
||||
),
|
||||
consolidation_max_tokens=int(
|
||||
os.getenv(ENV_CONSOLIDATION_MAX_TOKENS, str(DEFAULT_CONSOLIDATION_MAX_TOKENS))
|
||||
),
|
||||
# Database migrations
|
||||
run_migrations_on_startup=os.getenv(ENV_RUN_MIGRATIONS_ON_STARTUP, "true").lower() == "true",
|
||||
# Database connection pool
|
||||
@@ -515,7 +543,7 @@ class HindsightConfig:
|
||||
|
||||
def log_config(self) -> None:
|
||||
"""Log the current configuration (without sensitive values)."""
|
||||
logger.info(f"Database: {self.database_url}")
|
||||
logger.info(f"Database: {self.database_url} (schema: {self.database_schema})")
|
||||
logger.info(f"LLM: provider={self.llm_provider}, model={self.llm_model}")
|
||||
if self.retain_llm_provider or self.retain_llm_model:
|
||||
retain_provider = self.retain_llm_provider or self.llm_provider
|
||||
|
||||
@@ -52,7 +52,10 @@ class IdleTimeoutMiddleware:
|
||||
logger.info(f"Idle timeout reached ({self.idle_timeout}s), shutting down daemon")
|
||||
# Give a moment for any in-flight requests
|
||||
await asyncio.sleep(1)
|
||||
os._exit(0)
|
||||
# Send SIGTERM to ourselves to trigger graceful shutdown
|
||||
import signal
|
||||
|
||||
os.kill(os.getpid(), signal.SIGTERM)
|
||||
|
||||
|
||||
class DaemonLock:
|
||||
|
||||
@@ -639,28 +639,27 @@ async def _find_related_observations(
|
||||
request_context: "RequestContext",
|
||||
) -> list[dict[str, Any]]:
|
||||
"""
|
||||
Find observations related to the given query using the full recall system.
|
||||
Find observations related to the given query using optimized recall.
|
||||
|
||||
IMPORTANT: We do NOT filter by tags here. Consolidation needs to see ALL
|
||||
potentially related observations regardless of scope, so the LLM can
|
||||
decide on tag routing (same scope update vs cross-scope create).
|
||||
|
||||
This leverages:
|
||||
- Semantic search (embedding similarity)
|
||||
- BM25 text search (keyword matching)
|
||||
- Entity-based retrieval (shared entities)
|
||||
- Graph traversal (connected via entity links)
|
||||
Uses max_tokens to naturally limit observations (no artificial count limit).
|
||||
Includes source memories with dates for LLM context.
|
||||
|
||||
Returns:
|
||||
List of related observations with their tags for LLM tag routing
|
||||
List of related observations with their tags, source memories, and dates
|
||||
"""
|
||||
# Use recall to find related observations
|
||||
# NO tags parameter - we want ALL observations regardless of scope
|
||||
# Use low max_tokens since we only need observations, not memories
|
||||
# Use recall to find related observations with token budget
|
||||
# max_tokens naturally limits how many observations are returned
|
||||
from ...config import get_config
|
||||
|
||||
config = get_config()
|
||||
recall_result = await memory_engine.recall_async(
|
||||
bank_id=bank_id,
|
||||
query=query,
|
||||
max_tokens=5000, # Token budget for observations
|
||||
max_tokens=config.consolidation_max_tokens, # Token budget for observations (configurable)
|
||||
fact_type=["observation"], # Only retrieve observations
|
||||
request_context=request_context,
|
||||
_quiet=True, # Suppress logging
|
||||
@@ -668,43 +667,82 @@ async def _find_related_observations(
|
||||
)
|
||||
|
||||
# If no observations returned, return empty list
|
||||
# When fact_type=["observation"], results come back in `results` field
|
||||
if not recall_result.results:
|
||||
return []
|
||||
|
||||
# Trust recall's relevance filtering - fetch full data for each observation
|
||||
# Batch fetch all observations in a single query (no artificial limit)
|
||||
observation_ids = [uuid.UUID(obs.id) for obs in recall_result.results]
|
||||
|
||||
rows = await conn.fetch(
|
||||
f"""
|
||||
SELECT id, text, proof_count, history, tags, source_memory_ids, created_at, updated_at,
|
||||
occurred_start, occurred_end, mentioned_at
|
||||
FROM {fq_table("memory_units")}
|
||||
WHERE id = ANY($1) AND bank_id = $2 AND fact_type = 'observation'
|
||||
""",
|
||||
observation_ids,
|
||||
bank_id,
|
||||
)
|
||||
|
||||
# Build results list preserving recall order
|
||||
id_to_row = {row["id"]: row for row in rows}
|
||||
results = []
|
||||
|
||||
for obs in recall_result.results:
|
||||
# Fetch full observation data from DB to get history, source_memory_ids, tags
|
||||
row = await conn.fetchrow(
|
||||
f"""
|
||||
SELECT id, text, proof_count, history, tags, source_memory_ids, created_at, updated_at
|
||||
FROM {fq_table("memory_units")}
|
||||
WHERE id = $1 AND bank_id = $2 AND fact_type = 'observation'
|
||||
""",
|
||||
uuid.UUID(obs.id),
|
||||
bank_id,
|
||||
)
|
||||
obs_id = uuid.UUID(obs.id)
|
||||
if obs_id not in id_to_row:
|
||||
continue
|
||||
|
||||
if row:
|
||||
history = row["history"]
|
||||
if isinstance(history, str):
|
||||
history = json.loads(history)
|
||||
elif history is None:
|
||||
history = []
|
||||
row = id_to_row[obs_id]
|
||||
history = row["history"]
|
||||
if isinstance(history, str):
|
||||
history = json.loads(history)
|
||||
elif history is None:
|
||||
history = []
|
||||
|
||||
results.append(
|
||||
{
|
||||
"id": row["id"],
|
||||
"text": row["text"],
|
||||
"proof_count": row["proof_count"] or 1,
|
||||
"history": history,
|
||||
"tags": row["tags"] or [], # Include tags for LLM tag routing
|
||||
"source_memory_ids": row["source_memory_ids"] or [],
|
||||
"similarity": 1.0, # Retrieved via recall so assumed relevant
|
||||
}
|
||||
# Fetch source memories to include their text and dates
|
||||
source_memory_ids = row["source_memory_ids"] or []
|
||||
source_memories = []
|
||||
|
||||
if source_memory_ids:
|
||||
source_rows = await conn.fetch(
|
||||
f"""
|
||||
SELECT text, occurred_start, occurred_end, mentioned_at, event_date
|
||||
FROM {fq_table("memory_units")}
|
||||
WHERE id = ANY($1) AND bank_id = $2
|
||||
ORDER BY created_at ASC
|
||||
LIMIT 5
|
||||
""",
|
||||
source_memory_ids[:5], # Limit to first 5 source memories for token efficiency
|
||||
bank_id,
|
||||
)
|
||||
|
||||
for src_row in source_rows:
|
||||
source_memories.append(
|
||||
{
|
||||
"text": src_row["text"],
|
||||
"occurred_start": src_row["occurred_start"],
|
||||
"occurred_end": src_row["occurred_end"],
|
||||
"mentioned_at": src_row["mentioned_at"],
|
||||
"event_date": src_row["event_date"],
|
||||
}
|
||||
)
|
||||
|
||||
results.append(
|
||||
{
|
||||
"id": row["id"],
|
||||
"text": row["text"],
|
||||
"proof_count": row["proof_count"] or 1,
|
||||
"tags": row["tags"] or [],
|
||||
"source_memories": source_memories,
|
||||
"occurred_start": row["occurred_start"],
|
||||
"occurred_end": row["occurred_end"],
|
||||
"mentioned_at": row["mentioned_at"],
|
||||
"created_at": row["created_at"],
|
||||
"updated_at": row["updated_at"],
|
||||
}
|
||||
)
|
||||
|
||||
return results
|
||||
|
||||
|
||||
@@ -732,14 +770,43 @@ async def _consolidate_with_llm(
|
||||
- {"action": "create", "text": "...", "reason": "..."}
|
||||
- [] if fact is purely ephemeral (no durable knowledge)
|
||||
"""
|
||||
# Format observations WITH their tags (or "None" if empty)
|
||||
# Format observations as JSON with source memories and dates
|
||||
if observations:
|
||||
observations_text = "\n".join(
|
||||
f'- ID: {obs["id"]}, Tags: {json.dumps(obs["tags"])}, Text: "{obs["text"]}" (proof_count: {obs["proof_count"]})'
|
||||
for obs in observations
|
||||
)
|
||||
obs_list = []
|
||||
for obs in observations:
|
||||
obs_data = {
|
||||
"id": str(obs["id"]),
|
||||
"text": obs["text"],
|
||||
"proof_count": obs["proof_count"],
|
||||
"tags": obs["tags"],
|
||||
"created_at": obs["created_at"].isoformat() if obs.get("created_at") else None,
|
||||
"updated_at": obs["updated_at"].isoformat() if obs.get("updated_at") else None,
|
||||
}
|
||||
|
||||
# Include temporal info if available
|
||||
if obs.get("occurred_start"):
|
||||
obs_data["occurred_start"] = obs["occurred_start"].isoformat()
|
||||
if obs.get("occurred_end"):
|
||||
obs_data["occurred_end"] = obs["occurred_end"].isoformat()
|
||||
if obs.get("mentioned_at"):
|
||||
obs_data["mentioned_at"] = obs["mentioned_at"].isoformat()
|
||||
|
||||
# Include source memories (up to 3 for brevity)
|
||||
if obs.get("source_memories"):
|
||||
obs_data["source_memories"] = [
|
||||
{
|
||||
"text": sm["text"],
|
||||
"event_date": sm["event_date"].isoformat() if sm.get("event_date") else None,
|
||||
"occurred_start": sm["occurred_start"].isoformat() if sm.get("occurred_start") else None,
|
||||
}
|
||||
for sm in obs["source_memories"][:3] # Limit to 3 for token efficiency
|
||||
]
|
||||
|
||||
obs_list.append(obs_data)
|
||||
|
||||
observations_text = json.dumps(obs_list, indent=2)
|
||||
else:
|
||||
observations_text = "None (this is a new topic - create if fact contains durable knowledge)"
|
||||
observations_text = "[]"
|
||||
|
||||
# Only include mission section if mission is set and not the default
|
||||
mission_section = ""
|
||||
|
||||
@@ -47,23 +47,31 @@ CONSOLIDATION_USER_PROMPT = """Analyze this new fact and consolidate into knowle
|
||||
{mission_section}
|
||||
NEW FACT: {fact_text}
|
||||
|
||||
EXISTING OBSERVATIONS:
|
||||
EXISTING OBSERVATIONS (JSON array with source memories and dates):
|
||||
{observations_text}
|
||||
|
||||
Instructions:
|
||||
1. First, extract the DURABLE KNOWLEDGE from the fact (not ephemeral state like "user is at X")
|
||||
2. Then compare with existing observations:
|
||||
- If an observation covers the same topic: UPDATE it with the new knowledge
|
||||
- If no observation covers the topic: CREATE a new one
|
||||
Each observation includes:
|
||||
- id: unique identifier for updating
|
||||
- text: the observation content
|
||||
- proof_count: number of supporting memories
|
||||
- tags: visibility scope (handled automatically)
|
||||
- created_at/updated_at: when observation was created/modified
|
||||
- occurred_start/occurred_end: temporal range of source facts
|
||||
- source_memories: array of supporting facts with their text and dates
|
||||
|
||||
Output JSON array of actions (ALWAYS an array, even for single action):
|
||||
Instructions:
|
||||
1. Extract DURABLE KNOWLEDGE from the new fact (not ephemeral state)
|
||||
2. Review source_memories in existing observations to understand evidence
|
||||
3. Check dates to detect contradictions or updates
|
||||
4. Compare with observations:
|
||||
- Same topic → UPDATE with learning_id
|
||||
- New topic → CREATE new observation
|
||||
- Purely ephemeral → return []
|
||||
|
||||
Output JSON array of actions:
|
||||
[
|
||||
{{"action": "update", "learning_id": "uuid", "text": "updated durable knowledge", "reason": "..."}},
|
||||
{{"action": "update", "learning_id": "uuid-from-observations", "text": "updated knowledge", "reason": "..."}},
|
||||
{{"action": "create", "text": "new durable knowledge", "reason": "..."}}
|
||||
]
|
||||
|
||||
If NO consolidation is needed (fact is purely ephemeral with no durable knowledge):
|
||||
[]
|
||||
|
||||
If no observations exist and fact contains durable knowledge:
|
||||
[{{"action": "create", "text": "durable knowledge text", "reason": "new topic"}}]"""
|
||||
Return [] if fact contains no durable knowledge."""
|
||||
|
||||
@@ -20,6 +20,7 @@ from ..config import (
|
||||
DEFAULT_RERANKER_FLASHRANK_CACHE_DIR,
|
||||
DEFAULT_RERANKER_FLASHRANK_MODEL,
|
||||
DEFAULT_RERANKER_LITELLM_MODEL,
|
||||
DEFAULT_RERANKER_LOCAL_FORCE_CPU,
|
||||
DEFAULT_RERANKER_LOCAL_MAX_CONCURRENT,
|
||||
DEFAULT_RERANKER_LOCAL_MODEL,
|
||||
DEFAULT_RERANKER_PROVIDER,
|
||||
@@ -33,6 +34,7 @@ from ..config import (
|
||||
ENV_RERANKER_FLASHRANK_CACHE_DIR,
|
||||
ENV_RERANKER_FLASHRANK_MODEL,
|
||||
ENV_RERANKER_LITELLM_MODEL,
|
||||
ENV_RERANKER_LOCAL_FORCE_CPU,
|
||||
ENV_RERANKER_LOCAL_MAX_CONCURRENT,
|
||||
ENV_RERANKER_LOCAL_MODEL,
|
||||
ENV_RERANKER_PROVIDER,
|
||||
@@ -99,7 +101,7 @@ class LocalSTCrossEncoder(CrossEncoderModel):
|
||||
_executor: ThreadPoolExecutor | None = None
|
||||
_max_concurrent: int = 4 # Limit concurrent CPU-bound reranking calls
|
||||
|
||||
def __init__(self, model_name: str | None = None, max_concurrent: int = 4):
|
||||
def __init__(self, model_name: str | None = None, max_concurrent: int = 4, force_cpu: bool = False):
|
||||
"""
|
||||
Initialize local SentenceTransformers cross-encoder.
|
||||
|
||||
@@ -108,8 +110,11 @@ class LocalSTCrossEncoder(CrossEncoderModel):
|
||||
Default: cross-encoder/ms-marco-MiniLM-L-6-v2
|
||||
max_concurrent: Maximum concurrent reranking calls (default: 2).
|
||||
Higher values may cause CPU thrashing under load.
|
||||
force_cpu: Force CPU mode (avoids MPS/XPC issues on macOS in daemon mode).
|
||||
Default: False
|
||||
"""
|
||||
self.model_name = model_name or DEFAULT_RERANKER_LOCAL_MODEL
|
||||
self.force_cpu = force_cpu
|
||||
self._model = None
|
||||
LocalSTCrossEncoder._max_concurrent = max_concurrent
|
||||
|
||||
@@ -139,13 +144,23 @@ class LocalSTCrossEncoder(CrossEncoderModel):
|
||||
# after loading, which conflicts with accelerate's device_map handling.
|
||||
import torch
|
||||
|
||||
# Check for GPU (CUDA) or Apple Silicon (MPS)
|
||||
has_gpu = torch.cuda.is_available() or (hasattr(torch.backends, "mps") and torch.backends.mps.is_available())
|
||||
|
||||
if has_gpu:
|
||||
device = None # Let sentence-transformers auto-detect GPU/MPS
|
||||
else:
|
||||
# Force CPU mode if configured (used in daemon mode to avoid MPS/XPC issues on macOS)
|
||||
if self.force_cpu:
|
||||
device = "cpu"
|
||||
logger.info("Reranker: forcing CPU mode (HINDSIGHT_API_RERANKER_LOCAL_FORCE_CPU=1)")
|
||||
else:
|
||||
# Check for GPU (CUDA) or Apple Silicon (MPS)
|
||||
# Wrap in try-except to gracefully handle any device detection issues
|
||||
# (e.g., in CI environments or when PyTorch is built without GPU support)
|
||||
device = "cpu" # Default to CPU
|
||||
try:
|
||||
has_gpu = torch.cuda.is_available() or (
|
||||
hasattr(torch.backends, "mps") and torch.backends.mps.is_available()
|
||||
)
|
||||
if has_gpu:
|
||||
device = None # Let sentence-transformers auto-detect GPU/MPS
|
||||
except Exception as e:
|
||||
logger.warning(f"Failed to detect GPU/MPS, falling back to CPU: {e}")
|
||||
|
||||
self._model = CrossEncoder(
|
||||
self.model_name,
|
||||
@@ -163,6 +178,11 @@ class LocalSTCrossEncoder(CrossEncoderModel):
|
||||
else:
|
||||
logger.info("Reranker: local provider initialized (using existing executor)")
|
||||
|
||||
def _predict_sync(self, pairs: list[tuple[str, str]]) -> list[float]:
|
||||
"""Synchronous prediction wrapper for thread pool execution."""
|
||||
scores = self._model.predict(pairs, show_progress_bar=False)
|
||||
return scores.tolist() if hasattr(scores, "tolist") else list(scores)
|
||||
|
||||
async def predict(self, pairs: list[tuple[str, str]]) -> list[float]:
|
||||
"""
|
||||
Score query-document pairs for relevance.
|
||||
@@ -180,11 +200,11 @@ class LocalSTCrossEncoder(CrossEncoderModel):
|
||||
|
||||
# Use dedicated executor - limited workers naturally limits concurrency
|
||||
loop = asyncio.get_event_loop()
|
||||
scores = await loop.run_in_executor(
|
||||
return await loop.run_in_executor(
|
||||
LocalSTCrossEncoder._executor,
|
||||
lambda: self._model.predict(pairs, show_progress_bar=False),
|
||||
self._predict_sync,
|
||||
pairs,
|
||||
)
|
||||
return scores.tolist() if hasattr(scores, "tolist") else list(scores)
|
||||
|
||||
|
||||
class RemoteTEICrossEncoder(CrossEncoderModel):
|
||||
@@ -783,29 +803,33 @@ class LiteLLMCrossEncoder(CrossEncoderModel):
|
||||
|
||||
def create_cross_encoder_from_env() -> CrossEncoderModel:
|
||||
"""
|
||||
Create a CrossEncoderModel instance based on environment variables.
|
||||
Create a CrossEncoderModel instance based on configuration.
|
||||
|
||||
See hindsight_api.config for environment variable names and defaults.
|
||||
Reads configuration via get_config() to ensure consistency across the codebase.
|
||||
|
||||
Returns:
|
||||
Configured CrossEncoderModel instance
|
||||
"""
|
||||
provider = os.environ.get(ENV_RERANKER_PROVIDER, DEFAULT_RERANKER_PROVIDER).lower()
|
||||
from ..config import get_config
|
||||
|
||||
config = get_config()
|
||||
provider = config.reranker_provider.lower()
|
||||
|
||||
if provider == "tei":
|
||||
url = os.environ.get(ENV_RERANKER_TEI_URL)
|
||||
url = config.reranker_tei_url
|
||||
if not url:
|
||||
raise ValueError(f"{ENV_RERANKER_TEI_URL} is required when {ENV_RERANKER_PROVIDER} is 'tei'")
|
||||
batch_size = int(os.environ.get(ENV_RERANKER_TEI_BATCH_SIZE, str(DEFAULT_RERANKER_TEI_BATCH_SIZE)))
|
||||
max_concurrent = int(os.environ.get(ENV_RERANKER_TEI_MAX_CONCURRENT, str(DEFAULT_RERANKER_TEI_MAX_CONCURRENT)))
|
||||
return RemoteTEICrossEncoder(base_url=url, batch_size=batch_size, max_concurrent=max_concurrent)
|
||||
return RemoteTEICrossEncoder(
|
||||
base_url=url,
|
||||
batch_size=config.reranker_tei_batch_size,
|
||||
max_concurrent=config.reranker_tei_max_concurrent,
|
||||
)
|
||||
elif provider == "local":
|
||||
model = os.environ.get(ENV_RERANKER_LOCAL_MODEL)
|
||||
model_name = model or DEFAULT_RERANKER_LOCAL_MODEL
|
||||
max_concurrent = int(
|
||||
os.environ.get(ENV_RERANKER_LOCAL_MAX_CONCURRENT, str(DEFAULT_RERANKER_LOCAL_MAX_CONCURRENT))
|
||||
return LocalSTCrossEncoder(
|
||||
model_name=config.reranker_local_model,
|
||||
max_concurrent=config.reranker_local_max_concurrent,
|
||||
force_cpu=config.reranker_local_force_cpu,
|
||||
)
|
||||
return LocalSTCrossEncoder(model_name=model_name, max_concurrent=max_concurrent)
|
||||
elif provider == "cohere":
|
||||
api_key = os.environ.get(ENV_COHERE_API_KEY)
|
||||
if not api_key:
|
||||
|
||||
@@ -18,6 +18,7 @@ import httpx
|
||||
from ..config import (
|
||||
DEFAULT_EMBEDDINGS_COHERE_MODEL,
|
||||
DEFAULT_EMBEDDINGS_LITELLM_MODEL,
|
||||
DEFAULT_EMBEDDINGS_LOCAL_FORCE_CPU,
|
||||
DEFAULT_EMBEDDINGS_LOCAL_MODEL,
|
||||
DEFAULT_EMBEDDINGS_OPENAI_MODEL,
|
||||
DEFAULT_EMBEDDINGS_PROVIDER,
|
||||
@@ -26,6 +27,7 @@ from ..config import (
|
||||
ENV_EMBEDDINGS_COHERE_BASE_URL,
|
||||
ENV_EMBEDDINGS_COHERE_MODEL,
|
||||
ENV_EMBEDDINGS_LITELLM_MODEL,
|
||||
ENV_EMBEDDINGS_LOCAL_FORCE_CPU,
|
||||
ENV_EMBEDDINGS_LOCAL_MODEL,
|
||||
ENV_EMBEDDINGS_OPENAI_API_KEY,
|
||||
ENV_EMBEDDINGS_OPENAI_BASE_URL,
|
||||
@@ -92,15 +94,18 @@ class LocalSTEmbeddings(Embeddings):
|
||||
The embedding dimension is auto-detected from the model.
|
||||
"""
|
||||
|
||||
def __init__(self, model_name: str | None = None):
|
||||
def __init__(self, model_name: str | None = None, force_cpu: bool = False):
|
||||
"""
|
||||
Initialize local SentenceTransformers embeddings.
|
||||
|
||||
Args:
|
||||
model_name: Name of the SentenceTransformer model to use.
|
||||
Default: BAAI/bge-small-en-v1.5
|
||||
force_cpu: Force CPU mode (avoids MPS/XPC issues on macOS in daemon mode).
|
||||
Default: False
|
||||
"""
|
||||
self.model_name = model_name or DEFAULT_EMBEDDINGS_LOCAL_MODEL
|
||||
self.force_cpu = force_cpu
|
||||
self._model = None
|
||||
self._dimension: int | None = None
|
||||
|
||||
@@ -134,13 +139,23 @@ class LocalSTEmbeddings(Embeddings):
|
||||
# which can cause issues when accelerate is installed but no GPU is available.
|
||||
import torch
|
||||
|
||||
# Check for GPU (CUDA) or Apple Silicon (MPS)
|
||||
has_gpu = torch.cuda.is_available() or (hasattr(torch.backends, "mps") and torch.backends.mps.is_available())
|
||||
|
||||
if has_gpu:
|
||||
device = None # Let sentence-transformers auto-detect GPU/MPS
|
||||
else:
|
||||
# Force CPU mode if configured (used in daemon mode to avoid MPS/XPC issues on macOS)
|
||||
if self.force_cpu:
|
||||
device = "cpu"
|
||||
logger.info("Embeddings: forcing CPU mode")
|
||||
else:
|
||||
# Check for GPU (CUDA) or Apple Silicon (MPS)
|
||||
# Wrap in try-except to gracefully handle any device detection issues
|
||||
# (e.g., in CI environments or when PyTorch is built without GPU support)
|
||||
device = "cpu" # Default to CPU
|
||||
try:
|
||||
has_gpu = torch.cuda.is_available() or (
|
||||
hasattr(torch.backends, "mps") and torch.backends.mps.is_available()
|
||||
)
|
||||
if has_gpu:
|
||||
device = None # Let sentence-transformers auto-detect GPU/MPS
|
||||
except Exception as e:
|
||||
logger.warning(f"Failed to detect GPU/MPS, falling back to CPU: {e}")
|
||||
|
||||
self._model = SentenceTransformer(
|
||||
self.model_name,
|
||||
@@ -163,6 +178,7 @@ class LocalSTEmbeddings(Embeddings):
|
||||
"""
|
||||
if self._model is None:
|
||||
raise RuntimeError("Embeddings not initialized. Call initialize() first.")
|
||||
|
||||
embeddings = self._model.encode(texts, convert_to_numpy=True, show_progress_bar=False)
|
||||
return [emb.tolist() for emb in embeddings]
|
||||
|
||||
@@ -686,24 +702,28 @@ class LiteLLMEmbeddings(Embeddings):
|
||||
|
||||
def create_embeddings_from_env() -> Embeddings:
|
||||
"""
|
||||
Create an Embeddings instance based on environment variables.
|
||||
Create an Embeddings instance based on configuration.
|
||||
|
||||
See hindsight_api.config for environment variable names and defaults.
|
||||
Reads configuration via get_config() to ensure consistency across the codebase.
|
||||
|
||||
Returns:
|
||||
Configured Embeddings instance
|
||||
"""
|
||||
provider = os.environ.get(ENV_EMBEDDINGS_PROVIDER, DEFAULT_EMBEDDINGS_PROVIDER).lower()
|
||||
from ..config import get_config
|
||||
|
||||
config = get_config()
|
||||
provider = config.embeddings_provider.lower()
|
||||
|
||||
if provider == "tei":
|
||||
url = os.environ.get(ENV_EMBEDDINGS_TEI_URL)
|
||||
url = config.embeddings_tei_url
|
||||
if not url:
|
||||
raise ValueError(f"{ENV_EMBEDDINGS_TEI_URL} is required when {ENV_EMBEDDINGS_PROVIDER} is 'tei'")
|
||||
return RemoteTEIEmbeddings(base_url=url)
|
||||
elif provider == "local":
|
||||
model = os.environ.get(ENV_EMBEDDINGS_LOCAL_MODEL)
|
||||
model_name = model or DEFAULT_EMBEDDINGS_LOCAL_MODEL
|
||||
return LocalSTEmbeddings(model_name=model_name)
|
||||
return LocalSTEmbeddings(
|
||||
model_name=config.embeddings_local_model,
|
||||
force_cpu=config.embeddings_local_force_cpu,
|
||||
)
|
||||
elif provider == "openai":
|
||||
# Use dedicated embeddings API key, or fall back to LLM API key
|
||||
api_key = os.environ.get(ENV_EMBEDDINGS_OPENAI_API_KEY) or os.environ.get(ENV_LLM_API_KEY)
|
||||
|
||||
@@ -23,12 +23,17 @@ from ..metrics import get_metrics_collector
|
||||
from .db_budget import budgeted_operation
|
||||
|
||||
# Context variable for current schema (async-safe, per-task isolation)
|
||||
_current_schema: contextvars.ContextVar[str] = contextvars.ContextVar("current_schema", default="public")
|
||||
# Note: default is None, actual default comes from config via get_current_schema()
|
||||
_current_schema: contextvars.ContextVar[str | None] = contextvars.ContextVar("current_schema", default=None)
|
||||
|
||||
|
||||
def get_current_schema() -> str:
|
||||
"""Get the current schema from context (default: 'public')."""
|
||||
return _current_schema.get()
|
||||
"""Get the current schema from context (falls back to config default)."""
|
||||
schema = _current_schema.get()
|
||||
if schema is None:
|
||||
# Fall back to configured default schema
|
||||
return get_config().database_schema
|
||||
return schema
|
||||
|
||||
|
||||
def fq_table(table_name: str) -> str:
|
||||
@@ -881,11 +886,12 @@ class MemoryEngine(MemoryEngineInterface):
|
||||
if not self.db_url:
|
||||
raise ValueError("Database URL is required for migrations")
|
||||
logger.info("Running database migrations...")
|
||||
run_migrations(self.db_url)
|
||||
# Use configured database schema for migrations (defaults to "public")
|
||||
run_migrations(self.db_url, schema=get_config().database_schema)
|
||||
|
||||
# Ensure embedding column dimension matches the model's dimension
|
||||
# This is done after migrations and after embeddings.initialize()
|
||||
ensure_embedding_dimension(self.db_url, self.embeddings.dimension)
|
||||
ensure_embedding_dimension(self.db_url, self.embeddings.dimension, schema=get_config().database_schema)
|
||||
|
||||
logger.info(f"Connecting to PostgreSQL at {self.db_url}")
|
||||
|
||||
|
||||
@@ -69,7 +69,7 @@ async def tool_search_mental_models(
|
||||
next_param += 1
|
||||
|
||||
if exclude_ids:
|
||||
filters += f" AND id != ALL(${next_param}::uuid[])"
|
||||
filters += f" AND id != ALL(${next_param}::text[])"
|
||||
params.append(exclude_ids)
|
||||
next_param += 1
|
||||
|
||||
|
||||
@@ -1,5 +1,6 @@
|
||||
"""Built-in tenant extension implementations."""
|
||||
|
||||
from hindsight_api.config import get_config
|
||||
from hindsight_api.extensions.tenant import AuthenticationError, Tenant, TenantContext, TenantExtension
|
||||
from hindsight_api.models import RequestContext
|
||||
|
||||
@@ -10,11 +11,13 @@ class ApiKeyTenantExtension(TenantExtension):
|
||||
|
||||
This is a simple implementation that:
|
||||
1. Validates the API key matches HINDSIGHT_API_TENANT_API_KEY
|
||||
2. Returns 'public' as the schema for all authenticated requests
|
||||
2. Returns the configured schema (HINDSIGHT_API_DATABASE_SCHEMA, default 'public')
|
||||
for all authenticated requests
|
||||
|
||||
Configuration:
|
||||
HINDSIGHT_API_TENANT_EXTENSION=hindsight_api.extensions.builtin.tenant:ApiKeyTenantExtension
|
||||
HINDSIGHT_API_TENANT_API_KEY=your-secret-key
|
||||
HINDSIGHT_API_DATABASE_SCHEMA=your-schema (optional, defaults to 'public')
|
||||
|
||||
For multi-tenant setups with separate schemas per tenant, implement a custom
|
||||
TenantExtension that looks up the schema based on the API key or token claims.
|
||||
@@ -27,11 +30,11 @@ class ApiKeyTenantExtension(TenantExtension):
|
||||
raise ValueError("HINDSIGHT_API_TENANT_API_KEY is required when using ApiKeyTenantExtension")
|
||||
|
||||
async def authenticate(self, context: RequestContext) -> TenantContext:
|
||||
"""Validate API key and return public schema context."""
|
||||
"""Validate API key and return configured schema context."""
|
||||
if context.api_key != self.expected_api_key:
|
||||
raise AuthenticationError("Invalid API key")
|
||||
return TenantContext(schema_name="public")
|
||||
return TenantContext(schema_name=get_config().database_schema)
|
||||
|
||||
async def list_tenants(self) -> list[Tenant]:
|
||||
"""Return public schema for single-tenant setup."""
|
||||
return [Tenant(schema="public")]
|
||||
"""Return configured schema for single-tenant setup."""
|
||||
return [Tenant(schema=get_config().database_schema)]
|
||||
|
||||
@@ -170,6 +170,7 @@ def main():
|
||||
if args.log_level != config.log_level:
|
||||
config = HindsightConfig(
|
||||
database_url=config.database_url,
|
||||
database_schema=config.database_schema,
|
||||
llm_provider=config.llm_provider,
|
||||
llm_api_key=config.llm_api_key,
|
||||
llm_model=config.llm_model,
|
||||
@@ -190,11 +191,14 @@ def main():
|
||||
consolidation_llm_base_url=config.consolidation_llm_base_url,
|
||||
embeddings_provider=config.embeddings_provider,
|
||||
embeddings_local_model=config.embeddings_local_model,
|
||||
embeddings_local_force_cpu=config.embeddings_local_force_cpu,
|
||||
embeddings_tei_url=config.embeddings_tei_url,
|
||||
embeddings_openai_base_url=config.embeddings_openai_base_url,
|
||||
embeddings_cohere_base_url=config.embeddings_cohere_base_url,
|
||||
reranker_provider=config.reranker_provider,
|
||||
reranker_local_model=config.reranker_local_model,
|
||||
reranker_local_force_cpu=config.reranker_local_force_cpu,
|
||||
reranker_local_max_concurrent=config.reranker_local_max_concurrent,
|
||||
reranker_tei_url=config.reranker_tei_url,
|
||||
reranker_tei_batch_size=config.reranker_tei_batch_size,
|
||||
reranker_tei_max_concurrent=config.reranker_tei_max_concurrent,
|
||||
@@ -217,6 +221,7 @@ def main():
|
||||
retain_observations_async=config.retain_observations_async,
|
||||
enable_observations=config.enable_observations,
|
||||
consolidation_batch_size=config.consolidation_batch_size,
|
||||
consolidation_max_tokens=config.consolidation_max_tokens,
|
||||
skip_llm_verification=config.skip_llm_verification,
|
||||
lazy_reranker=config.lazy_reranker,
|
||||
run_migrations_on_startup=config.run_migrations_on_startup,
|
||||
@@ -341,6 +346,7 @@ def main():
|
||||
# Start idle checker in daemon mode
|
||||
if idle_middleware is not None:
|
||||
# Start the idle checker in a background thread with its own event loop
|
||||
import logging
|
||||
import threading
|
||||
|
||||
def run_idle_checker():
|
||||
@@ -351,8 +357,8 @@ def main():
|
||||
loop = asyncio.new_event_loop()
|
||||
asyncio.set_event_loop(loop)
|
||||
loop.run_until_complete(idle_middleware._check_idle())
|
||||
except Exception:
|
||||
pass
|
||||
except Exception as e:
|
||||
logging.error(f"Idle checker error: {e}", exc_info=True)
|
||||
|
||||
threading.Thread(target=run_idle_checker, daemon=True).start()
|
||||
|
||||
|
||||
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
|
||||
|
||||
[project]
|
||||
name = "hindsight-api"
|
||||
version = "0.3.0"
|
||||
version = "0.4.1"
|
||||
description = "Hindsight: Agent Memory That Works Like Human Memory"
|
||||
readme = "README.md"
|
||||
requires-python = ">=3.11"
|
||||
|
||||
@@ -1063,3 +1063,38 @@ async def test_retain_async_no_usage(api_client):
|
||||
|
||||
# Usage should be None for async operations
|
||||
assert result.get("usage") is None, "Async retain should not include usage"
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_version_endpoint_returns_correct_version(api_client):
|
||||
"""Test that the /version endpoint returns the correct API version.
|
||||
|
||||
The version should match the __version__ defined in hindsight_api.__init__.py
|
||||
and should not be a hardcoded string.
|
||||
"""
|
||||
from hindsight_api import __version__
|
||||
|
||||
# Call the /version endpoint
|
||||
response = await api_client.get("/version")
|
||||
assert response.status_code == 200
|
||||
result = response.json()
|
||||
|
||||
# Verify response structure
|
||||
assert "api_version" in result, "Response should include 'api_version' field"
|
||||
assert "features" in result, "Response should include 'features' field"
|
||||
|
||||
# Verify the version matches the package version
|
||||
assert result["api_version"] == __version__, (
|
||||
f"API version should be {__version__}, got {result['api_version']}"
|
||||
)
|
||||
|
||||
# Verify features field structure
|
||||
features = result["features"]
|
||||
assert "observations" in features
|
||||
assert "mcp" in features
|
||||
assert "worker" in features
|
||||
assert isinstance(features["observations"], bool)
|
||||
assert isinstance(features["mcp"], bool)
|
||||
assert isinstance(features["worker"], bool)
|
||||
|
||||
print(f"Version endpoint returned: api_version={result['api_version']}, features={features}")
|
||||
|
||||
@@ -527,6 +527,7 @@ class TestRemoteTEICrossEncoderConfig:
|
||||
"""Test creating encoder from environment variables."""
|
||||
import os
|
||||
|
||||
from hindsight_api.config import clear_config_cache
|
||||
from hindsight_api.engine.cross_encoder import create_cross_encoder_from_env
|
||||
|
||||
with patch.dict(
|
||||
@@ -538,6 +539,7 @@ class TestRemoteTEICrossEncoderConfig:
|
||||
"HINDSIGHT_API_RERANKER_TEI_MAX_CONCURRENT": "16",
|
||||
},
|
||||
):
|
||||
clear_config_cache() # Clear cache to pick up patched env vars
|
||||
encoder = create_cross_encoder_from_env()
|
||||
|
||||
assert isinstance(encoder, RemoteTEICrossEncoder)
|
||||
@@ -545,6 +547,8 @@ class TestRemoteTEICrossEncoderConfig:
|
||||
assert encoder.batch_size == 256
|
||||
assert encoder.max_concurrent == 16
|
||||
|
||||
clear_config_cache() # Clear cache after test
|
||||
|
||||
|
||||
# ============================================================================
|
||||
# TEI Reranker Performance Benchmark Tests
|
||||
|
||||
@@ -1,6 +1,6 @@
|
||||
[package]
|
||||
name = "hindsight-cli"
|
||||
version = "0.3.0"
|
||||
version = "0.4.1"
|
||||
edition = "2021"
|
||||
authors = ["Hindsight Team"]
|
||||
description = "A beautiful CLI for Hindsight - semantic memory system"
|
||||
|
||||
@@ -0,0 +1,125 @@
|
||||
use std::process::Command;
|
||||
|
||||
#[test]
|
||||
fn test_cli_help() {
|
||||
let output = Command::new("cargo")
|
||||
.args(["run", "--", "--help"])
|
||||
.output()
|
||||
.expect("Failed to execute command");
|
||||
|
||||
assert!(output.status.success());
|
||||
let stdout = String::from_utf8_lossy(&output.stdout);
|
||||
assert!(stdout.contains("Hindsight CLI"));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_cli_version() {
|
||||
let output = Command::new("cargo")
|
||||
.args(["run", "--", "--version"])
|
||||
.output()
|
||||
.expect("Failed to execute command");
|
||||
|
||||
assert!(output.status.success());
|
||||
let stdout = String::from_utf8_lossy(&output.stdout);
|
||||
assert!(stdout.contains("hindsight"));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_ui_command_without_config() {
|
||||
// Test that the ui command handles missing config gracefully
|
||||
// Create a temp home directory with no config
|
||||
let temp_dir = std::env::temp_dir().join(format!("hindsight-test-ui-{}", std::process::id()));
|
||||
std::fs::create_dir_all(&temp_dir).expect("Failed to create temp dir");
|
||||
|
||||
let output = Command::new("cargo")
|
||||
.args(["run", "--", "ui"])
|
||||
.env_remove("HINDSIGHT_API_URL")
|
||||
.env_remove("HINDSIGHT_API_KEY")
|
||||
.env("HOME", &temp_dir)
|
||||
.output()
|
||||
.expect("Failed to execute command");
|
||||
|
||||
let stdout = String::from_utf8_lossy(&output.stdout);
|
||||
let stderr = String::from_utf8_lossy(&output.stderr);
|
||||
|
||||
// Either it fails with a config error or it succeeds if there's a default config
|
||||
// Just verify it doesn't crash unexpectedly
|
||||
assert!(
|
||||
!output.status.success()
|
||||
|| stdout.contains("Launching Hindsight Control Plane UI")
|
||||
|| stderr.contains("Configuration error")
|
||||
|| stderr.contains("HINDSIGHT_API_URL"),
|
||||
"Unexpected output - stdout: {}, stderr: {}",
|
||||
stdout,
|
||||
stderr
|
||||
);
|
||||
|
||||
// Cleanup
|
||||
std::fs::remove_dir_all(&temp_dir).ok();
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_ui_command_with_config() {
|
||||
// This test is skipped by default since it requires a running control plane
|
||||
// and would block for a long time. The other tests cover the basic functionality.
|
||||
// To run this test manually:
|
||||
// 1. Build the control plane: cd hindsight-control-plane && npm run build
|
||||
// 2. Run: cargo test test_ui_command_with_config -- --ignored
|
||||
|
||||
// Just verify that the ui command accepts the configuration
|
||||
let temp_dir = std::env::temp_dir().join(format!("hindsight-test-ui-valid-{}", std::process::id()));
|
||||
std::fs::create_dir_all(&temp_dir).expect("Failed to create temp dir");
|
||||
|
||||
// Write a minimal config
|
||||
let config_dir = temp_dir.join(".config").join("hindsight");
|
||||
std::fs::create_dir_all(&config_dir).expect("Failed to create config dir");
|
||||
let config_file = config_dir.join("config");
|
||||
std::fs::write(&config_file, "api_url=http://localhost:8888\napi_key=test-key\n")
|
||||
.expect("Failed to write config");
|
||||
|
||||
let output = Command::new("cargo")
|
||||
.args(["run", "--", "ui", "--help"])
|
||||
.env("HOME", &temp_dir)
|
||||
.output()
|
||||
.expect("Failed to execute command");
|
||||
|
||||
// The --help should work regardless
|
||||
let stdout = String::from_utf8_lossy(&output.stdout);
|
||||
assert!(stdout.contains("Hindsight CLI") || output.status.success());
|
||||
|
||||
// Cleanup
|
||||
std::fs::remove_dir_all(&temp_dir).ok();
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_configure_command() {
|
||||
// Test that configure command creates/updates config
|
||||
let temp_dir = std::env::temp_dir().join(format!("hindsight-test-{}", std::process::id()));
|
||||
std::fs::create_dir_all(&temp_dir).expect("Failed to create temp dir");
|
||||
|
||||
let output = Command::new("cargo")
|
||||
.args([
|
||||
"run",
|
||||
"--",
|
||||
"configure",
|
||||
"--api-url",
|
||||
"http://localhost:9999",
|
||||
"--api-key",
|
||||
"test-key-123"
|
||||
])
|
||||
.env("HOME", &temp_dir)
|
||||
.output()
|
||||
.expect("Failed to execute command");
|
||||
|
||||
assert!(
|
||||
output.status.success(),
|
||||
"Configure command failed: {}",
|
||||
String::from_utf8_lossy(&output.stderr)
|
||||
);
|
||||
|
||||
let stdout = String::from_utf8_lossy(&output.stdout);
|
||||
assert!(stdout.contains("Configuration saved") || stdout.contains("success"));
|
||||
|
||||
// Cleanup
|
||||
std::fs::remove_dir_all(&temp_dir).ok();
|
||||
}
|
||||
@@ -7,7 +7,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
@@ -489,7 +489,7 @@ class Configuration:
|
||||
return "Python SDK Debug Report:\n"\
|
||||
"OS: {env}\n"\
|
||||
"Python Version: {pyversion}\n"\
|
||||
"Version of the API: 0.1.0\n"\
|
||||
"Version of the API: 0.4.1\n"\
|
||||
"SDK Package Version: 0.0.7".\
|
||||
format(env=sys.platform, pyversion=sys.version)
|
||||
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -6,7 +6,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
+1
-1
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
+1
-1
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
|
||||
HTTP API for Hindsight
|
||||
|
||||
The version of the OpenAPI document: 0.1.0
|
||||
The version of the OpenAPI document: 0.4.1
|
||||
Generated by OpenAPI Generator (https://openapi-generator.tech)
|
||||
|
||||
Do not edit the class manually.
|
||||
|
||||
Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user