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https://www.linkedin.com/in/reffajnaahsi/ + image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +hide_table_of_contents: false +--- + +## Deploy this version + +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; +import Image from '@theme/IdealImage'; + + + + +``` showLineNumbers title="docker run litellm" +docker run \ +-e STORE_MODEL_IN_DB=True \ +-p 4000:4000 \ +ghcr.io/berriai/litellm:main-v1.81.14-stable +``` + + + + +``` showLineNumbers title="pip install litellm" +pip install litellm==1.81.14 +``` + + + + +## Key Highlights + +- **Claude Sonnet 4.6 Day 0** - [Full day-0 support for Claude Sonnet 4.6 across Anthropic, with reasoning, computer use, and prompt caching](../../docs/providers/anthropic) +- **Guardrail Garden** - [Browse and deploy guardrails from a pre-built marketplace — competitor blockers, topic filters, EU AI Act, GDPR PII, prompt injection, and more](../../docs/proxy/guardrails/policy_templates) +- **AI Policy Templates & Compliance Playground** - [Test guardrail policies against CSV datasets; AI-powered policy suggestions with latency estimates](../../docs/proxy/guardrails/policy_templates) +- **OpenAPI-to-MCP** - [Convert any OpenAPI spec to an MCP server directly via the API or UI](../../docs/mcp) +- **Prompt Management API** - [Integrate with LiteLLM prompt management from any system without writing code](../../docs/proxy/prompt_management) +- **Major Performance Batch** - Multiple deep optimizations: eliminate per-request callback sorting, skip Pydantic round-trips, pre-compute OpenAI init params, optimize cost calculator, and more — resulting in significantly lower latency and CPU overhead + +--- + +## New Providers and Endpoints + +### New Providers (1 new provider) + +| Provider | Supported LiteLLM Endpoints | Description | +| -------- | --------------------------- | ----------- | +| [IBM watsonx.ai](../../docs/providers/watsonx) | `/rerank` | Rerank support for IBM watsonx.ai models | + +### New LLM API Endpoints (1 new endpoint) + +| Endpoint | Method | Description | Documentation | +| -------- | ------ | ----------- | ------------- | +| `/v1/evals` | POST/GET | OpenAI-compatible Evals API for model evaluation | [Docs](../../docs/evals_api) | + +--- + +## New Models / Updated Models + +#### New Model Support (13 new models) + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features | +| -------- | ----- | -------------- | ------------------- | -------------------- | -------- | +| Anthropic | `claude-sonnet-4-6` | 200K | $3.00 | $15.00 | Reasoning, computer use, prompt caching, vision, PDF | +| Vertex AI | `vertex_ai/claude-opus-4-6@default` | 1M | $5.00 | $25.00 | Reasoning, computer use, prompt caching | +| Google Gemini | `gemini/gemini-3.1-pro-preview` | 1M | $2.00 | $12.00 | Audio, video, images, PDF | +| Google Gemini | `gemini/gemini-3.1-pro-preview-customtools` | 1M | $2.00 | $12.00 | Custom tools | +| GitHub Copilot | `github_copilot/gpt-5.3-codex` | 128K | - | - | Responses API, function calling, vision | +| GitHub Copilot | `github_copilot/claude-opus-4.6-fast` | 128K | - | - | Chat completions, function calling, vision | +| Mistral | `mistral/devstral-small-latest` | 256K | $0.10 | $0.30 | Function calling, response schema | +| Mistral | `mistral/devstral-latest` | 256K | $0.40 | $2.00 | Function calling, response schema | +| Mistral | `mistral/devstral-medium-latest` | 256K | $0.40 | $2.00 | Function calling, response schema | +| OpenRouter | `openrouter/minimax/minimax-m2.5` | 196K | $0.30 | $1.10 | Function calling, reasoning, prompt caching | +| Fireworks AI | `fireworks_ai/accounts/fireworks/models/glm-4p7` | - | - | - | Chat completions | +| Fireworks AI | `fireworks_ai/accounts/fireworks/models/minimax-m2p1` | - | - | - | Chat completions | +| Fireworks AI | `fireworks_ai/accounts/fireworks/models/kimi-k2p5` | - | - | - | Chat completions | + +#### Features + +- **[Anthropic](../../docs/providers/anthropic)** + - Day 0 support for Claude Sonnet 4.6 with reasoning, computer use, and 200K context - [PR #21401](https://github.com/BerriAI/litellm/pull/21401) + - Add Claude Sonnet 4.6 pricing - [PR #21395](https://github.com/BerriAI/litellm/pull/21395) + - Add day 0 feature support for Claude Sonnet 4.6 (streaming, function calling, vision) - [PR #21448](https://github.com/BerriAI/litellm/pull/21448) + - Add `reasoning` effort and extended thinking support for Sonnet 4.6 - [PR #21598](https://github.com/BerriAI/litellm/pull/21598) + - Fix empty system messages in `translate_system_message` - [PR #21630](https://github.com/BerriAI/litellm/pull/21630) + - Sanitize Anthropic messages for multi-turn compatibility - [PR #21464](https://github.com/BerriAI/litellm/pull/21464) + - Map `websearch` tool from `/v1/messages` to `/chat/completions` - [PR #21465](https://github.com/BerriAI/litellm/pull/21465) + - Forward `reasoning` field as `reasoning_content` in delta streaming - [PR #21468](https://github.com/BerriAI/litellm/pull/21468) + - Add server-side compaction translation from OpenAI to Anthropic format - [PR #21555](https://github.com/BerriAI/litellm/pull/21555) + +- **[AWS Bedrock](../../docs/providers/bedrock)** + - Native structured outputs API support (`outputConfig.textFormat`) - [PR #21222](https://github.com/BerriAI/litellm/pull/21222) + - Support `nova/` and `nova-2/` spec prefixes for custom imported models - [PR #21359](https://github.com/BerriAI/litellm/pull/21359) + - Broaden Nova 2 model detection to support all `nova-2-*` variants - [PR #21358](https://github.com/BerriAI/litellm/pull/21358) + - Add Accept header for AgentCore MCP server requests - [PR #21551](https://github.com/BerriAI/litellm/pull/21551) + - Clamp `thinking.budget_tokens` to minimum 1024 - [PR #21306](https://github.com/BerriAI/litellm/pull/21306) + - Fix `parallel_tool_calls` mapping for Bedrock Converse - [PR #21659](https://github.com/BerriAI/litellm/pull/21659) + +- **[Google Gemini / Vertex AI](../../docs/providers/gemini)** + - Day 0 support for `gemini-3.1-pro-preview` - [PR #21568](https://github.com/BerriAI/litellm/pull/21568) + - Fix `_map_reasoning_effort_to_thinking_level` for all Gemini 3 family models - [PR #21654](https://github.com/BerriAI/litellm/pull/21654) + - Add reasoning support via config for Gemini models - [PR #21663](https://github.com/BerriAI/litellm/pull/21663) + +- **[Databricks](../../docs/providers/databricks)** + - Add Databricks to supported providers for response schema - [PR #21368](https://github.com/BerriAI/litellm/pull/21368) + - Native Responses API support for Databricks GPT models - [PR #21460](https://github.com/BerriAI/litellm/pull/21460) + +- **[GitHub Copilot](../../docs/providers/github_copilot)** + - Add `github_copilot/gpt-5.3-codex` and `github_copilot/claude-opus-4.6-fast` models - [PR #21316](https://github.com/BerriAI/litellm/pull/21316) + - Fix unsupported params for ChatGPT Codex - [PR #21209](https://github.com/BerriAI/litellm/pull/21209) + - Allow GitHub model aliases to reuse upstream model metadata - [PR #21497](https://github.com/BerriAI/litellm/pull/21497) + +- **[Mistral](../../docs/providers/mistral)** + - Add `devstral-2512` model aliases (`devstral-small-latest`, `devstral-latest`, `devstral-medium-latest`) - [PR #21372](https://github.com/BerriAI/litellm/pull/21372) + +- **[IBM watsonx.ai](../../docs/providers/watsonx)** + - Add native rerank support - [PR #21303](https://github.com/BerriAI/litellm/pull/21303) + +- **[xAI](../../docs/providers/xai)** + - Fix usage object in xAI responses - [PR #21559](https://github.com/BerriAI/litellm/pull/21559) + +- **[Dashscope](../../docs/providers/dashscope)** + - Remove list-to-str transformation that caused incorrect request formatting - [PR #21547](https://github.com/BerriAI/litellm/pull/21547) + +- **[hosted_vllm](../../docs/providers/vllm)** + - Convert thinking blocks to content blocks for multi-turn conversations - [PR #21557](https://github.com/BerriAI/litellm/pull/21557) + +- **[OCI / Oracle](../../docs/providers/oci_cohere)** + - Fix Grok output pricing - [PR #21329](https://github.com/BerriAI/litellm/pull/21329) + +- **[AU Anthropic](../../docs/providers/anthropic)** + - Fix `au.anthropic.claude-opus-4-6-v1` model ID - [PR #20731](https://github.com/BerriAI/litellm/pull/20731) + +- **General** + - Add routing based on reasoning support — skip deployments that don't support reasoning when `thinking` params are present - [PR #21302](https://github.com/BerriAI/litellm/pull/21302) + - Add `stop` as supported param for OpenAI and Azure - [PR #21539](https://github.com/BerriAI/litellm/pull/21539) + - Add `store` and other missing params to `OPENAI_CHAT_COMPLETION_PARAMS` - [PR #21195](https://github.com/BerriAI/litellm/pull/21195), [PR #21360](https://github.com/BerriAI/litellm/pull/21360) + - Preserve `provider_specific_fields` from proxy responses - [PR #21220](https://github.com/BerriAI/litellm/pull/21220) + - Add default usage data configuration - [PR #21550](https://github.com/BerriAI/litellm/pull/21550) + +### Bug Fixes + +- **[AWS Bedrock](../../docs/providers/bedrock)** + - Fix service_tier cost propagation - [PR #21172](https://github.com/BerriAI/litellm/pull/21172) + - Fix per-image pricing for multimodal embeddings - [PR #21646](https://github.com/BerriAI/litellm/pull/21646) + - Use `batch_` prefix for Vertex AI batch IDs in `encode_file_id_with_model` - [PR #21624](https://github.com/BerriAI/litellm/pull/21624) + +- **[Bedrock Converse](../../docs/providers/bedrock)** + - Fix Anthropic usage object to match v1/messages spec - [PR #21295](https://github.com/BerriAI/litellm/pull/21295) + +- **[Fireworks AI](../../docs/providers/fireworks_ai)** + - Add missing model pricing for `glm-4p7`, `minimax-m2p1`, `kimi-k2p5` - [PR #21642](https://github.com/BerriAI/litellm/pull/21642) + +- **[Responses API](../../docs/response_api)** + - Fix `use None` instead of `Reasoning()` for reasoning parameter - [PR #21103](https://github.com/BerriAI/litellm/pull/21103) + - Preserve metadata for custom callbacks on codex/responses path - [PR #21243](https://github.com/BerriAI/litellm/pull/21243) + +--- + +## LLM API Endpoints + +#### Features + +- **[Responses API](../../docs/response_api)** + - Return `finish_reason='tool_calls'` when response contains function_call items - [PR #19745](https://github.com/BerriAI/litellm/pull/19745) + - Eliminate per-chunk thread spawning in async streaming path for significantly better throughput - [PR #21709](https://github.com/BerriAI/litellm/pull/21709) + +- **[Evals API](../../docs/evals_api)** + - Add support for OpenAI Evals API - [PR #21375](https://github.com/BerriAI/litellm/pull/21375) + +- **[Batch API](../../docs/batches)** + - Add file deletion criteria with batch references - [PR #21456](https://github.com/BerriAI/litellm/pull/21456) + - Misc bug fixes for managed batches - [PR #21157](https://github.com/BerriAI/litellm/pull/21157) + +- **[Pass-Through Endpoints](../../docs/pass_through/bedrock)** + - Add method-based routing for passthrough endpoints - [PR #21543](https://github.com/BerriAI/litellm/pull/21543) + - Preserve and forward OAuth Authorization headers through proxy layer - [PR #19912](https://github.com/BerriAI/litellm/pull/19912) + +- **[Websearch / Tool Calling](../../docs/completion/input)** + - Add DuckDuckGo as a search tool - [PR #21467](https://github.com/BerriAI/litellm/pull/21467) + - Fix `pre_call_deployment_hook` not triggering via proxy router for websearch - [PR #21433](https://github.com/BerriAI/litellm/pull/21433) + +- **General** + - Exclude tool params for models without function calling support - [PR #21244](https://github.com/BerriAI/litellm/pull/21244) + - Add `store` param to OpenAI chat completion params - [PR #21195](https://github.com/BerriAI/litellm/pull/21195) + - Add reasoning support via config for per-model reasoning configuration - [PR #21663](https://github.com/BerriAI/litellm/pull/21663) + +#### Bugs + +- **General** + - Fix `api_base` resolution error for models with multiple potential endpoints - [PR #21658](https://github.com/BerriAI/litellm/pull/21658) + - Fix session grouping broken for dict rows from `query_raw` - [PR #21435](https://github.com/BerriAI/litellm/pull/21435) + +--- + +## Management Endpoints / UI + +#### Features + +- **Access Groups** + - Add Access Group Selector to Create and Edit flow for Keys/Teams - [PR #21234](https://github.com/BerriAI/litellm/pull/21234) + +- **Virtual Keys** + - Fix virtual key grace period from env/UI - [PR #20321](https://github.com/BerriAI/litellm/pull/20321) + - Fix key expiry default duration - [PR #21362](https://github.com/BerriAI/litellm/pull/21362) + - Key Last Active Tracking — see when a key was last used - [PR #21545](https://github.com/BerriAI/litellm/pull/21545) + - Fix `/v1/models` returning wildcard instead of expanded models for BYOK team keys - [PR #21408](https://github.com/BerriAI/litellm/pull/21408) + - Return `failed_tokens` in delete_verification_tokens response - [PR #21609](https://github.com/BerriAI/litellm/pull/21609) + +- **Models + Endpoints** + - Add Model Settings Modal to Models & Endpoints page - [PR #21516](https://github.com/BerriAI/litellm/pull/21516) + - Allow `store_model_in_db` to be set via database (not just config) - [PR #21511](https://github.com/BerriAI/litellm/pull/21511) + - Fix `input_cost_per_token` masked/hidden in Model Info UI - [PR #21723](https://github.com/BerriAI/litellm/pull/21723) + - Fix credentials for UI-created models in batch file uploads - [PR #21502](https://github.com/BerriAI/litellm/pull/21502) + - Resolve credentials for UI-created models - [PR #21502](https://github.com/BerriAI/litellm/pull/21502) + +- **Teams** + - Allow team members to view entire team usage - [PR #21537](https://github.com/BerriAI/litellm/pull/21537) + - Fix service account visibility for team members - [PR #21627](https://github.com/BerriAI/litellm/pull/21627) + - Organization Info page: show member email, AntD tabs, reusable MemberTable - [PR #21745](https://github.com/BerriAI/litellm/pull/21745) + +- **Usage / Spend Logs** + - Allow filtering Usage by User - [PR #21351](https://github.com/BerriAI/litellm/pull/21351) + - Inject Credential Name as Tag for Usage Page filtering - [PR #21715](https://github.com/BerriAI/litellm/pull/21715) + - Prefix credential tags and update Tag usage banner - [PR #21739](https://github.com/BerriAI/litellm/pull/21739) + - Show retry count for requests in Logs view - [PR #21704](https://github.com/BerriAI/litellm/pull/21704) + - Fix Aggregated Daily Activity Endpoint performance - [PR #21613](https://github.com/BerriAI/litellm/pull/21613) + +- **SSO / Auth** + - Fix SSO PKCE support in multi-pod Kubernetes deployments - [PR #20314](https://github.com/BerriAI/litellm/pull/20314) + - Preserve SSO role regardless of `role_mappings` config - [PR #21503](https://github.com/BerriAI/litellm/pull/21503) + +- **Proxy CLI / Master Key** + - Fix master key rotation Prisma validation errors - [PR #21330](https://github.com/BerriAI/litellm/pull/21330) + - Handle missing `DATABASE_URL` in `append_query_params` - [PR #21239](https://github.com/BerriAI/litellm/pull/21239) + +- **Project Management** + - Add Project Management APIs for organizing resources - [PR #21078](https://github.com/BerriAI/litellm/pull/21078) + +- **UI Improvements** + - Content Filters: help edit/view categories and 1-click add with pagination - [PR #21223](https://github.com/BerriAI/litellm/pull/21223) + - Playground: test fallbacks with UI - [PR #21007](https://github.com/BerriAI/litellm/pull/21007) + - Add `forward_client_headers_to_llm_api` toggle to general settings - [PR #21776](https://github.com/BerriAI/litellm/pull/21776) + - Fix `is_premium()` debug log spam on every request - [PR #20841](https://github.com/BerriAI/litellm/pull/20841) + +#### Bugs + +- Spend Logs: Fix cost calculation - [PR #21152](https://github.com/BerriAI/litellm/pull/21152) +- Logs: Fix table not updating and pagination issues - [PR #21708](https://github.com/BerriAI/litellm/pull/21708) +- Fix `/get_image` ignoring `UI_LOGO_PATH` when `cached_logo.jpg` exists - [PR #21637](https://github.com/BerriAI/litellm/pull/21637) +- Fix duplicate URL in `tagsSpendLogsCall` query string - [PR #20909](https://github.com/BerriAI/litellm/pull/20909) +- Preserve `key_alias` and `team_id` metadata in `/user/daily/activity/aggregated` after key deletion or regeneration - [PR #20684](https://github.com/BerriAI/litellm/pull/20684) +- Uncomment `response_model` in `user_info` endpoint - [PR #17430](https://github.com/BerriAI/litellm/pull/17430) +- Allow `internal_user_viewer` to access RAG endpoints; restrict ingest to existing vector stores - [PR #21508](https://github.com/BerriAI/litellm/pull/21508) +- Suppress warning for `litellm-dashboard` team in agent permission handler - [PR #21721](https://github.com/BerriAI/litellm/pull/21721) + +--- + +## AI Integrations + +### Logging + +- **[DataDog](../../docs/proxy/logging#datadog)** + - Add `team` tag to logs, metrics, and cost management - [PR #21449](https://github.com/BerriAI/litellm/pull/21449) + +- **[Prometheus](../../docs/proxy/logging#prometheus)** + - Fix double-counting of `litellm_proxy_total_requests_metric` - [PR #21159](https://github.com/BerriAI/litellm/pull/21159) + - Guard against None metadata in Prometheus metrics - [PR #21489](https://github.com/BerriAI/litellm/pull/21489) + - Add ASGI middleware for improved Prometheus metrics collection - [PR #20434](https://github.com/BerriAI/litellm/pull/20434) + +- **[Langfuse](../../docs/proxy/logging#langfuse)** + - Improve Langfuse test isolation (multiple stability fixes) - [PR #21214](https://github.com/BerriAI/litellm/pull/21214) + +- **General** + - Fix cost to 0 for cached responses in logging - [PR #21816](https://github.com/BerriAI/litellm/pull/21816) + - Improve streaming proxy throughput by fixing middleware and logging bottlenecks - [PR #21501](https://github.com/BerriAI/litellm/pull/21501) + - Reduce proxy overhead for large base64 payloads - [PR #21594](https://github.com/BerriAI/litellm/pull/21594) + - Close streaming connections to prevent connection pool exhaustion - [PR #21213](https://github.com/BerriAI/litellm/pull/21213) + +### Guardrails + +- **Guardrail Garden** + - Launch Guardrail Garden — a marketplace for pre-built guardrails deployable in one click - [PR #21732](https://github.com/BerriAI/litellm/pull/21732) + - Redesign guardrail creation form with vertical stepper UI - [PR #21727](https://github.com/BerriAI/litellm/pull/21727) + - Add guardrail jump link in log detail view - [PR #21437](https://github.com/BerriAI/litellm/pull/21437) + - Guardrail tracing UI: show policy, detection method, and match details - [PR #21349](https://github.com/BerriAI/litellm/pull/21349) + +- **AI Policy Templates** + - GDPR Art. 32 EU PII Protection policy template - [PR #21340](https://github.com/BerriAI/litellm/pull/21340) + - EU AI Act Article 5 policy template (split into 5 dedicated sub-guardrails) - [PR #21342](https://github.com/BerriAI/litellm/pull/21342), [PR #21453](https://github.com/BerriAI/litellm/pull/21453) + - French language support for EU AI Act Article 5 guardrail - [PR #21427](https://github.com/BerriAI/litellm/pull/21427) + - Prompt injection detection policy template - [PR #21520](https://github.com/BerriAI/litellm/pull/21520) + - Aviation and UAE policy templates with tag-based filtering - [PR #21518](https://github.com/BerriAI/litellm/pull/21518) + - Airline off-topic restriction policy template - [PR #21607](https://github.com/BerriAI/litellm/pull/21607) + - SQL injection policy template - [PR #21806](https://github.com/BerriAI/litellm/pull/21806) + - AI-powered policy template suggestions with latency overhead estimates - [PR #21589](https://github.com/BerriAI/litellm/pull/21589), [PR #21608](https://github.com/BerriAI/litellm/pull/21608), [PR #21620](https://github.com/BerriAI/litellm/pull/21620) + +- **Compliance Checker** + - Add compliance checker endpoints + UI panel - [PR #21432](https://github.com/BerriAI/litellm/pull/21432) + - CSV dataset upload to compliance playground for batch testing - [PR #21526](https://github.com/BerriAI/litellm/pull/21526) + +- **Built-in Guardrails** + - Competitor name blocker guardrail - [PR #21719](https://github.com/BerriAI/litellm/pull/21719) + - Competitor guardrails: streaming discovery, name variations, pre/post call split - [PR #21533](https://github.com/BerriAI/litellm/pull/21533) + - Topic blocker guardrail with keyword and embedding-based implementations - [PR #21713](https://github.com/BerriAI/litellm/pull/21713) + - Insults content filter - [PR #21729](https://github.com/BerriAI/litellm/pull/21729) + - MCP Security guardrail to block unregistered MCP servers - [PR #21429](https://github.com/BerriAI/litellm/pull/21429) + +- **[Generic Guardrails](../../docs/proxy/guardrails)** + - Add configurable fallback to handle generic guardrail endpoint connection failures - [PR #21245](https://github.com/BerriAI/litellm/pull/21245) + +- **[Presidio](../../docs/proxy/guardrails)** + - Fix Presidio controls configuration - [PR #21798](https://github.com/BerriAI/litellm/pull/21798) + +- **[LakeraAI](../../docs/proxy/guardrails)** + - Avoid `KeyError` on missing `LAKERA_API_KEY` during initialization - [PR #21422](https://github.com/BerriAI/litellm/pull/21422) + +### Prompt Management + +- **Prompt Management API** + - New API to interact with prompt management integrations without requiring a PR - [PR #17800](https://github.com/BerriAI/litellm/pull/17800), [PR #17946](https://github.com/BerriAI/litellm/pull/17946) + - Fix prompt registry configuration issues - [PR #21402](https://github.com/BerriAI/litellm/pull/21402) + +--- + +## Spend Tracking, Budgets and Rate Limiting + +- **Fix Bedrock service_tier cost propagation** — costs from service-tier responses now correctly flow through to spend tracking - [PR #21172](https://github.com/BerriAI/litellm/pull/21172) +- **Fix cost for cached responses** — cached responses now correctly log $0 cost instead of re-billing - [PR #21816](https://github.com/BerriAI/litellm/pull/21816) +- **Aggregate daily activity endpoint performance** — faster queries for `/user/daily/activity/aggregated` - [PR #21613](https://github.com/BerriAI/litellm/pull/21613) +- **Preserve key_alias and team_id metadata** in `/user/daily/activity/aggregated` after key deletion or regeneration - [PR #20684](https://github.com/BerriAI/litellm/pull/20684) +- **Inject Credential Name as Tag** for granular usage page filtering by credential - [PR #21715](https://github.com/BerriAI/litellm/pull/21715) + +--- + +## MCP Gateway + +- **OpenAPI-to-MCP** — Convert any OpenAPI spec to an MCP server via API or UI - [PR #21575](https://github.com/BerriAI/litellm/pull/21575), [PR #21662](https://github.com/BerriAI/litellm/pull/21662) +- **MCP User Permissions** — Fine-grained permissions for end users on MCP servers - [PR #21462](https://github.com/BerriAI/litellm/pull/21462) +- **MCP Security Guardrail** — Block calls to unregistered MCP servers - [PR #21429](https://github.com/BerriAI/litellm/pull/21429) +- **Fix StreamableHTTPSessionManager** — Revert to stateless mode to prevent session state issues - [PR #21323](https://github.com/BerriAI/litellm/pull/21323) +- **Fix Bedrock AgentCore Accept header** — Add required Accept header for AgentCore MCP server requests - [PR #21551](https://github.com/BerriAI/litellm/pull/21551) + +--- + +## Performance / Loadbalancing / Reliability improvements + +- **Pre-compute OpenAI client init params** at module load instead of per-request - [PR #20789](https://github.com/BerriAI/litellm/pull/20789) +- **Skip Pydantic Usage round-trip** in logging payload — reduces serialization overhead per request - [PR #21003](https://github.com/BerriAI/litellm/pull/21003) +- **Move async/sync callback separation** from per-request to callback registration time — ~30% speedup for callback-heavy deployments - [PR #20354](https://github.com/BerriAI/litellm/pull/20354) +- **Skip duplicate `get_standard_logging_object_payload`** calls for non-streaming requests - [PR #20440](https://github.com/BerriAI/litellm/pull/20440) +- **Reuse `LiteLLM_Params`** object across the request lifecycle - [PR #20593](https://github.com/BerriAI/litellm/pull/20593) +- **Optimize `completion_cost()`** with early-exit and caching - [PR #20448](https://github.com/BerriAI/litellm/pull/20448) +- **Optimize `add_litellm_data_to_request`** hot path - [PR #20526](https://github.com/BerriAI/litellm/pull/20526) +- **Cost calculator optimizations** — reduce repeated lookups and dict copies - [PR #20541](https://github.com/BerriAI/litellm/pull/20541) +- **Optimize `model_dump_with_preserved_fields`** - [PR #20882](https://github.com/BerriAI/litellm/pull/20882) +- **Cache `get_model_access_groups()` no-args result** on Router - [PR #20374](https://github.com/BerriAI/litellm/pull/20374) +- **Remove quadratic deployment scan** in usage-based routing v2 - [PR #21211](https://github.com/BerriAI/litellm/pull/21211) +- **Avoid O(n²) membership scans** in team deployment filter - [PR #21210](https://github.com/BerriAI/litellm/pull/21210) +- **Avoid O(n) alias scan** for non-alias `get_model_list` lookups - [PR #21136](https://github.com/BerriAI/litellm/pull/21136) +- **Increase default LRU cache size** to reduce multi-model cache thrash - [PR #21139](https://github.com/BerriAI/litellm/pull/21139) +- **Deployment affinity routing callback** — route to the same deployment for a session - [PR #19143](https://github.com/BerriAI/litellm/pull/19143) +- **Complexity-based auto routing** — new router strategy that routes based on request complexity - [PR #21789](https://github.com/BerriAI/litellm/pull/21789) +- **Session-ID-based routing** — use `session_id` for consistent routing within a session - [PR #21763](https://github.com/BerriAI/litellm/pull/21763) +- **Fix Redis connection pool reliability** — prevent connection exhaustion under load - [PR #21717](https://github.com/BerriAI/litellm/pull/21717) +- **Fix streaming proxy throughput** — fix middleware and logging bottlenecks - [PR #21501](https://github.com/BerriAI/litellm/pull/21501) +- **Eliminate per-chunk thread spawning** in Responses API async streaming - [PR #21709](https://github.com/BerriAI/litellm/pull/21709) +- **Fix Prisma connection self-heal** for auth and runtime reconnection (reverted, will be re-introduced with fixes) - [PR #21706](https://github.com/BerriAI/litellm/pull/21706) +- **Make `PodLockManager.release_lock` atomic compare-and-delete** - [PR #21226](https://github.com/BerriAI/litellm/pull/21226) +- **Reduce proxy overhead** for large base64 payloads - [PR #21594](https://github.com/BerriAI/litellm/pull/21594) + +--- + +## Database Changes + +### Schema Updates + +| Table | Change Type | Description | PR | +| ----- | ----------- | ----------- | -- | +| `LiteLLM_DeletedVerificationToken` | New Column | Added `project_id` column | [PR #21587](https://github.com/BerriAI/litellm/pull/21587) | +| `LiteLLM_ProjectTable` | New Table | Project management for organizing resources | [PR #21078](https://github.com/BerriAI/litellm/pull/21078) | +| `LiteLLM_VerificationToken` | New Column | Added `last_active` timestamp for key activity tracking | [PR #21545](https://github.com/BerriAI/litellm/pull/21545) | +| `LiteLLM_ManagedVectorStoreTable` | Migration | Make vector store migration idempotent | [PR #21325](https://github.com/BerriAI/litellm/pull/21325) | + +--- + +## Documentation Updates + +- Add OpenAI Agents SDK with LiteLLM guide - [PR #21311](https://github.com/BerriAI/litellm/pull/21311) +- Access Groups documentation - [PR #21236](https://github.com/BerriAI/litellm/pull/21236) +- Anthropic beta headers documentation - [PR #21320](https://github.com/BerriAI/litellm/pull/21320) +- Latency overhead troubleshooting guide - [PR #21600](https://github.com/BerriAI/litellm/pull/21600), [PR #21603](https://github.com/BerriAI/litellm/pull/21603) +- Add rollback safety check guide - [PR #21743](https://github.com/BerriAI/litellm/pull/21743) +- Incident report: vLLM Embeddings broken by encoding_format parameter - [PR #21474](https://github.com/BerriAI/litellm/pull/21474) +- Incident report: Claude Code beta headers - [PR #21485](https://github.com/BerriAI/litellm/pull/21485) +- Mark v1.81.12 as stable - [PR #21809](https://github.com/BerriAI/litellm/pull/21809) + +--- + +## New Contributors + +* @mjkam made their first contribution in [PR #21306](https://github.com/BerriAI/litellm/pull/21306) +* @saneroen made their first contribution in [PR #21243](https://github.com/BerriAI/litellm/pull/21243) +* @vincentkoc made their first contribution in [PR #21239](https://github.com/BerriAI/litellm/pull/21239) +* @felixti made their first contribution in [PR #19745](https://github.com/BerriAI/litellm/pull/19745) +* @anttttti made their first contribution in [PR #20731](https://github.com/BerriAI/litellm/pull/20731) +* @ndgigliotti made their first contribution in [PR #21222](https://github.com/BerriAI/litellm/pull/21222) +* @iamadamreed made their first contribution in [PR #19912](https://github.com/BerriAI/litellm/pull/19912) +* @sahukanishka made their first contribution in [PR #21220](https://github.com/BerriAI/litellm/pull/21220) +* @namabile made their first contribution in [PR #21195](https://github.com/BerriAI/litellm/pull/21195) +* @stronk7 made their first contribution in [PR #21372](https://github.com/BerriAI/litellm/pull/21372) +* @ZeroAurora made their first contribution in [PR #21547](https://github.com/BerriAI/litellm/pull/21547) +* @SolitudePy made their first contribution in [PR #21497](https://github.com/BerriAI/litellm/pull/21497) +* @SherifWaly made their first contribution in [PR #21557](https://github.com/BerriAI/litellm/pull/21557) +* @dkindlund made their first contribution in [PR #21633](https://github.com/BerriAI/litellm/pull/21633) +* @cagojeiger made their first contribution in [PR #21664](https://github.com/BerriAI/litellm/pull/21664) + +--- + +## Full Changelog +[v1.81.12.rc.1...v1.81.14.rc.1](https://github.com/BerriAI/litellm/compare/v1.81.12.rc.1...v1.81.14.rc.1) diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404/index.html similarity index 98% rename from litellm/proxy/_experimental/out/404.html rename to litellm/proxy/_experimental/out/404/index.html index d151ca61466..4e1b1a03f24 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404/index.html @@ -1 +1 @@ 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+0:{"buildId":"e31loTNeAgYwf3H2elH3Q","tree":{"name":"","paramType":null,"paramKey":"","hasRuntimePrefetch":false,"slots":{"children":{"name":"(dashboard)","paramType":null,"paramKey":"(dashboard)","hasRuntimePrefetch":false,"slots":{"children":{"name":"virtual-keys","paramType":null,"paramKey":"virtual-keys","hasRuntimePrefetch":false,"slots":{"children":{"name":"__PAGE__","paramType":null,"paramKey":"__PAGE__","hasRuntimePrefetch":false,"slots":null,"isRootLayout":false}},"isRootLayout":false}},"isRootLayout":false}},"isRootLayout":true},"staleTime":300} diff --git a/litellm/proxy/_experimental/out/virtual-keys.html b/litellm/proxy/_experimental/out/virtual-keys/index.html similarity index 91% rename from litellm/proxy/_experimental/out/virtual-keys.html rename to litellm/proxy/_experimental/out/virtual-keys/index.html index b2ad26a7619..62f58f1dca4 100644 --- a/litellm/proxy/_experimental/out/virtual-keys.html +++ b/litellm/proxy/_experimental/out/virtual-keys/index.html @@ -1 +1 @@ -LiteLLM Dashboard
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\ No newline at end of file +LiteLLM Dashboard
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\ No newline at end of file