diff --git a/.circleci/config.yml b/.circleci/config.yml index b996dc312..059742d51 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -1408,7 +1408,7 @@ jobs: command: | docker run -d \ -p 4000:4000 \ - -e DATABASE_URL=$PROXY_DATABASE_URL_2 \ + -e DATABASE_URL=$PROXY_DATABASE_URL \ -e LITELLM_MASTER_KEY="sk-1234" \ -e OPENAI_API_KEY=$OPENAI_API_KEY \ -e UI_USERNAME="admin" \ diff --git a/docs/my-website/docs/proxy/prometheus.md b/docs/my-website/docs/proxy/prometheus.md index f19101b36..58dc3dae3 100644 --- a/docs/my-website/docs/proxy/prometheus.md +++ b/docs/my-website/docs/proxy/prometheus.md @@ -192,13 +192,3 @@ Here is a screenshot of the metrics you can monitor with the LiteLLM Grafana Das |----------------------|--------------------------------------| | `litellm_llm_api_failed_requests_metric` | **deprecated** use `litellm_proxy_failed_requests_metric` | | `litellm_requests_metric` | **deprecated** use `litellm_proxy_total_requests_metric` | - - -## FAQ - -### What are `_created` vs. `_total` metrics? - -- `_created` metrics are metrics that are created when the proxy starts -- `_total` metrics are metrics that are incremented for each request - -You should consume the `_total` metrics for your counting purposes \ No newline at end of file diff --git a/enterprise/utils.py b/enterprise/utils.py index cc97661d7..f0af1d676 100644 --- a/enterprise/utils.py +++ b/enterprise/utils.py @@ -2,9 +2,7 @@ from typing import Optional, List from litellm._logging import verbose_logger from litellm.proxy.proxy_server import PrismaClient, HTTPException -from litellm.llms.custom_httpx.http_handler import HTTPHandler import collections -import httpx from datetime import datetime @@ -116,6 +114,7 @@ async def ui_get_spend_by_tags( def _forecast_daily_cost(data: list): + import requests # type: ignore from datetime import datetime, timedelta if len(data) == 0: @@ -137,17 +136,17 @@ def _forecast_daily_cost(data: list): print("last entry date", last_entry_date) + # Assuming today_date is a datetime object + today_date = datetime.now() + # Calculate the last day of the month last_day_of_todays_month = datetime( today_date.year, today_date.month % 12 + 1, 1 ) - timedelta(days=1) - print("last day of todays month", last_day_of_todays_month) # Calculate the remaining days in the month remaining_days = (last_day_of_todays_month - last_entry_date).days - print("remaining days", remaining_days) - current_spend_this_month = 0 series = {} for entry in data: @@ -177,19 +176,13 @@ def _forecast_daily_cost(data: list): "Content-Type": "application/json", } - client = HTTPHandler() - - try: - response = client.post( - url="https://trend-api-production.up.railway.app/forecast", - json=payload, - headers=headers, - ) - except httpx.HTTPStatusError as e: - raise HTTPException( - status_code=500, - detail={"error": f"Error getting forecast: {e.response.text}"}, - ) + response = requests.post( + url="https://trend-api-production.up.railway.app/forecast", + json=payload, + headers=headers, + ) + # check the status code + response.raise_for_status() json_response = response.json() forecast_data = json_response["forecast"] @@ -213,3 +206,13 @@ def _forecast_daily_cost(data: list): f"Predicted Spend for { today_month } 2024, ${total_predicted_spend}" ) return {"response": response_data, "predicted_spend": predicted_spend} + + # print(f"Date: {entry['date']}, Spend: {entry['spend']}, Response: {response.text}") + + +# _forecast_daily_cost( +# [ +# {"date": "2022-01-01", "spend": 100}, + +# ] +# ) diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py index f4d20f8fb..f5c4f694d 100644 --- a/litellm/llms/custom_httpx/http_handler.py +++ b/litellm/llms/custom_httpx/http_handler.py @@ -28,62 +28,6 @@ headers = { _DEFAULT_TIMEOUT = httpx.Timeout(timeout=5.0, connect=5.0) _DEFAULT_TTL_FOR_HTTPX_CLIENTS = 3600 # 1 hour, re-use the same httpx client for 1 hour -import re - - -def mask_sensitive_info(error_message): - # Find the start of the key parameter - if isinstance(error_message, str): - key_index = error_message.find("key=") - else: - return error_message - - # If key is found - if key_index != -1: - # Find the end of the key parameter (next & or end of string) - next_param = error_message.find("&", key_index) - - if next_param == -1: - # If no more parameters, mask until the end of the string - masked_message = error_message[: key_index + 4] + "[REDACTED_API_KEY]" - else: - # Replace the key with redacted value, keeping other parameters - masked_message = ( - error_message[: key_index + 4] - + "[REDACTED_API_KEY]" - + error_message[next_param:] - ) - - return masked_message - - return error_message - - -class MaskedHTTPStatusError(httpx.HTTPStatusError): - def __init__( - self, original_error, message: Optional[str] = None, text: Optional[str] = None - ): - # Create a new error with the masked URL - masked_url = mask_sensitive_info(str(original_error.request.url)) - # Create a new error that looks like the original, but with a masked URL - - super().__init__( - message=original_error.message, - request=httpx.Request( - method=original_error.request.method, - url=masked_url, - headers=original_error.request.headers, - content=original_error.request.content, - ), - response=httpx.Response( - status_code=original_error.response.status_code, - content=original_error.response.content, - headers=original_error.response.headers, - ), - ) - self.message = message - self.text = text - class AsyncHTTPHandler: def __init__( @@ -211,16 +155,13 @@ class AsyncHTTPHandler: headers=headers, ) except httpx.HTTPStatusError as e: - + setattr(e, "status_code", e.response.status_code) if stream is True: setattr(e, "message", await e.response.aread()) setattr(e, "text", await e.response.aread()) else: - setattr(e, "message", mask_sensitive_info(e.response.text)) - setattr(e, "text", mask_sensitive_info(e.response.text)) - - setattr(e, "status_code", e.response.status_code) - + setattr(e, "message", e.response.text) + setattr(e, "text", e.response.text) raise e except Exception as e: raise e @@ -458,17 +399,11 @@ class HTTPHandler: llm_provider="litellm-httpx-handler", ) except httpx.HTTPStatusError as e: - - if stream is True: - setattr(e, "message", mask_sensitive_info(e.response.read())) - setattr(e, "text", mask_sensitive_info(e.response.read())) - else: - error_text = mask_sensitive_info(e.response.text) - setattr(e, "message", error_text) - setattr(e, "text", error_text) - setattr(e, "status_code", e.response.status_code) - + if stream is True: + setattr(e, "message", e.response.read()) + else: + setattr(e, "message", e.response.text) raise e except Exception as e: raise e diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index bfd35ca47..cb79a81b7 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -1159,44 +1159,15 @@ def convert_to_anthropic_tool_result( ] } """ - anthropic_content: Union[ - str, - List[Union[AnthropicMessagesToolResultContent, AnthropicMessagesImageParam]], - ] = "" + content_str: str = "" if isinstance(message["content"], str): - anthropic_content = message["content"] + content_str = message["content"] elif isinstance(message["content"], List): content_list = message["content"] - anthropic_content_list: List[ - Union[AnthropicMessagesToolResultContent, AnthropicMessagesImageParam] - ] = [] for content in content_list: if content["type"] == "text": - anthropic_content_list.append( - AnthropicMessagesToolResultContent( - type="text", - text=content["text"], - ) - ) - elif content["type"] == "image_url": - if isinstance(content["image_url"], str): - image_chunk = convert_to_anthropic_image_obj(content["image_url"]) - else: - image_chunk = convert_to_anthropic_image_obj( - content["image_url"]["url"] - ) - anthropic_content_list.append( - AnthropicMessagesImageParam( - type="image", - source=AnthropicContentParamSource( - type="base64", - media_type=image_chunk["media_type"], - data=image_chunk["data"], - ), - ) - ) + content_str += content["text"] - anthropic_content = anthropic_content_list anthropic_tool_result: Optional[AnthropicMessagesToolResultParam] = None ## PROMPT CACHING CHECK ## cache_control = message.get("cache_control", None) @@ -1207,14 +1178,14 @@ def convert_to_anthropic_tool_result( # We can't determine from openai message format whether it's a successful or # error call result so default to the successful result template anthropic_tool_result = AnthropicMessagesToolResultParam( - type="tool_result", tool_use_id=tool_call_id, content=anthropic_content + type="tool_result", tool_use_id=tool_call_id, content=content_str ) if message["role"] == "function": function_message: ChatCompletionFunctionMessage = message tool_call_id = function_message.get("tool_call_id") or str(uuid.uuid4()) anthropic_tool_result = AnthropicMessagesToolResultParam( - type="tool_result", tool_use_id=tool_call_id, content=anthropic_content + type="tool_result", tool_use_id=tool_call_id, content=content_str ) if anthropic_tool_result is None: diff --git a/litellm/llms/vertex_ai_and_google_ai_studio/gemini/transformation.py b/litellm/llms/vertex_ai_and_google_ai_studio/gemini/transformation.py index c9fe6e3f4..4b5b7281b 100644 --- a/litellm/llms/vertex_ai_and_google_ai_studio/gemini/transformation.py +++ b/litellm/llms/vertex_ai_and_google_ai_studio/gemini/transformation.py @@ -107,10 +107,6 @@ def _get_image_mime_type_from_url(url: str) -> Optional[str]: return "image/png" elif url.endswith(".webp"): return "image/webp" - elif url.endswith(".mp4"): - return "video/mp4" - elif url.endswith(".pdf"): - return "application/pdf" return None diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml index 97ae3a54d..03d66351d 100644 --- a/litellm/proxy/_new_secret_config.yaml +++ b/litellm/proxy/_new_secret_config.yaml @@ -15,22 +15,6 @@ model_list: litellm_params: model: openai/gpt-4o-realtime-preview-2024-10-01 api_key: os.environ/OPENAI_API_KEY - - model_name: openai/* - litellm_params: - model: openai/* - api_key: os.environ/OPENAI_API_KEY - - model_name: openai/* - litellm_params: - model: openai/* - api_key: os.environ/OPENAI_API_KEY - model_info: - access_groups: ["public-openai-models"] - - model_name: openai/gpt-4o - litellm_params: - model: openai/gpt-4o - api_key: os.environ/OPENAI_API_KEY - model_info: - access_groups: ["private-openai-models"] router_settings: routing_strategy: usage-based-routing-v2 diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index d2b417c9d..965b72642 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -2183,11 +2183,3 @@ PassThroughEndpointLoggingResultValues = Union[ class PassThroughEndpointLoggingTypedDict(TypedDict): result: Optional[PassThroughEndpointLoggingResultValues] kwargs: dict - - -LiteLLM_ManagementEndpoint_MetadataFields = [ - "model_rpm_limit", - "model_tpm_limit", - "guardrails", - "tags", -] diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index 21a25c8c1..5d789436a 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -60,7 +60,6 @@ def common_checks( # noqa: PLR0915 global_proxy_spend: Optional[float], general_settings: dict, route: str, - llm_router: Optional[litellm.Router], ) -> bool: """ Common checks across jwt + key-based auth. @@ -98,12 +97,7 @@ def common_checks( # noqa: PLR0915 # this means the team has access to all models on the proxy pass # check if the team model is an access_group - elif ( - model_in_access_group( - model=_model, team_models=team_object.models, llm_router=llm_router - ) - is True - ): + elif model_in_access_group(_model, team_object.models) is True: pass elif _model and "*" in _model: pass @@ -379,33 +373,36 @@ async def get_end_user_object( return None -def model_in_access_group( - model: str, team_models: Optional[List[str]], llm_router: Optional[litellm.Router] -) -> bool: +def model_in_access_group(model: str, team_models: Optional[List[str]]) -> bool: from collections import defaultdict + from litellm.proxy.proxy_server import llm_router + if team_models is None: return True if model in team_models: return True - access_groups: dict[str, list[str]] = defaultdict(list) + access_groups = defaultdict(list) if llm_router: - access_groups = llm_router.get_model_access_groups(model_name=model) + access_groups = llm_router.get_model_access_groups() + models_in_current_access_groups = [] if len(access_groups) > 0: # check if token contains any model access groups for idx, m in enumerate( team_models ): # loop token models, if any of them are an access group add the access group if m in access_groups: - return True + # if it is an access group we need to remove it from valid_token.models + models_in_group = access_groups[m] + models_in_current_access_groups.extend(models_in_group) # Filter out models that are access_groups filtered_models = [m for m in team_models if m not in access_groups] + filtered_models += models_in_current_access_groups if model in filtered_models: return True - return False @@ -526,6 +523,10 @@ async def _cache_management_object( proxy_logging_obj: Optional[ProxyLogging], ): await user_api_key_cache.async_set_cache(key=key, value=value) + if proxy_logging_obj is not None: + await proxy_logging_obj.internal_usage_cache.dual_cache.async_set_cache( + key=key, value=value + ) async def _cache_team_object( @@ -877,10 +878,7 @@ async def get_org_object( async def can_key_call_model( - model: str, - llm_model_list: Optional[list], - valid_token: UserAPIKeyAuth, - llm_router: Optional[litellm.Router], + model: str, llm_model_list: Optional[list], valid_token: UserAPIKeyAuth ) -> Literal[True]: """ Checks if token can call a given model @@ -900,29 +898,35 @@ async def can_key_call_model( ) from collections import defaultdict + from litellm.proxy.proxy_server import llm_router + access_groups = defaultdict(list) if llm_router: - access_groups = llm_router.get_model_access_groups(model_name=model) + access_groups = llm_router.get_model_access_groups() - if ( - len(access_groups) > 0 and llm_router is not None - ): # check if token contains any model access groups + models_in_current_access_groups = [] + if len(access_groups) > 0: # check if token contains any model access groups for idx, m in enumerate( valid_token.models ): # loop token models, if any of them are an access group add the access group if m in access_groups: - return True + # if it is an access group we need to remove it from valid_token.models + models_in_group = access_groups[m] + models_in_current_access_groups.extend(models_in_group) # Filter out models that are access_groups filtered_models = [m for m in valid_token.models if m not in access_groups] + filtered_models += models_in_current_access_groups verbose_proxy_logger.debug(f"model: {model}; allowed_models: {filtered_models}") all_model_access: bool = False if ( - len(filtered_models) == 0 and len(valid_token.models) == 0 - ) or "*" in filtered_models: + len(filtered_models) == 0 + or "*" in filtered_models + or "openai/*" in filtered_models + ): all_model_access = True if model is not None and model not in filtered_models and all_model_access is False: diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index d0d3b2e9f..c292a7dc3 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -259,7 +259,6 @@ async def user_api_key_auth( # noqa: PLR0915 jwt_handler, litellm_proxy_admin_name, llm_model_list, - llm_router, master_key, open_telemetry_logger, prisma_client, @@ -543,7 +542,6 @@ async def user_api_key_auth( # noqa: PLR0915 general_settings=general_settings, global_proxy_spend=global_proxy_spend, route=route, - llm_router=llm_router, ) # return UserAPIKeyAuth object @@ -907,7 +905,6 @@ async def user_api_key_auth( # noqa: PLR0915 model=model, llm_model_list=llm_model_list, valid_token=valid_token, - llm_router=llm_router, ) if fallback_models is not None: @@ -916,7 +913,6 @@ async def user_api_key_auth( # noqa: PLR0915 model=m, llm_model_list=llm_model_list, valid_token=valid_token, - llm_router=llm_router, ) # Check 2. If user_id for this token is in budget - done in common_checks() @@ -1177,7 +1173,6 @@ async def user_api_key_auth( # noqa: PLR0915 general_settings=general_settings, global_proxy_spend=global_proxy_spend, route=route, - llm_router=llm_router, ) # Token passed all checks if valid_token is None: diff --git a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py index ef41ce9b1..1127e4e7c 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py +++ b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py @@ -214,10 +214,10 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM): prepared_request.url, prepared_request.headers, ) - + _json_data = json.dumps(request_data) # type: ignore response = await self.async_handler.post( url=prepared_request.url, - data=prepared_request.body, # type: ignore + json=request_data, # type: ignore headers=prepared_request.headers, # type: ignore ) verbose_proxy_logger.debug("Bedrock AI response: %s", response.text) diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py index 857399034..c41975f50 100644 --- a/litellm/proxy/management_endpoints/internal_user_endpoints.py +++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py @@ -32,7 +32,6 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.management_endpoints.key_management_endpoints import ( duration_in_seconds, generate_key_helper_fn, - prepare_metadata_fields, ) from litellm.proxy.management_helpers.utils import ( add_new_member, @@ -43,7 +42,7 @@ from litellm.proxy.utils import handle_exception_on_proxy router = APIRouter() -def _update_internal_new_user_params(data_json: dict, data: NewUserRequest) -> dict: +def _update_internal_user_params(data_json: dict, data: NewUserRequest) -> dict: if "user_id" in data_json and data_json["user_id"] is None: data_json["user_id"] = str(uuid.uuid4()) auto_create_key = data_json.pop("auto_create_key", True) @@ -146,7 +145,7 @@ async def new_user( from litellm.proxy.proxy_server import general_settings, proxy_logging_obj data_json = data.json() # type: ignore - data_json = _update_internal_new_user_params(data_json, data) + data_json = _update_internal_user_params(data_json, data) response = await generate_key_helper_fn(request_type="user", **data_json) # Admin UI Logic @@ -439,52 +438,6 @@ async def user_info( # noqa: PLR0915 raise handle_exception_on_proxy(e) -def _update_internal_user_params(data_json: dict, data: UpdateUserRequest) -> dict: - non_default_values = {} - for k, v in data_json.items(): - if ( - v is not None - and v - not in ( - [], - {}, - 0, - ) - and k not in LiteLLM_ManagementEndpoint_MetadataFields - ): # models default to [], spend defaults to 0, we should not reset these values - non_default_values[k] = v - - is_internal_user = False - if data.user_role == LitellmUserRoles.INTERNAL_USER: - is_internal_user = True - - if "budget_duration" in non_default_values: - duration_s = duration_in_seconds(duration=non_default_values["budget_duration"]) - user_reset_at = datetime.now(timezone.utc) + timedelta(seconds=duration_s) - non_default_values["budget_reset_at"] = user_reset_at - - if "max_budget" not in non_default_values: - if ( - is_internal_user and litellm.max_internal_user_budget is not None - ): # applies internal user limits, if user role updated - non_default_values["max_budget"] = litellm.max_internal_user_budget - - if ( - "budget_duration" not in non_default_values - ): # applies internal user limits, if user role updated - if is_internal_user and litellm.internal_user_budget_duration is not None: - non_default_values["budget_duration"] = ( - litellm.internal_user_budget_duration - ) - duration_s = duration_in_seconds( - duration=non_default_values["budget_duration"] - ) - user_reset_at = datetime.now(timezone.utc) + timedelta(seconds=duration_s) - non_default_values["budget_reset_at"] = user_reset_at - - return non_default_values - - @router.post( "/user/update", tags=["Internal User management"], @@ -506,8 +459,7 @@ async def user_update( "user_id": "test-litellm-user-4", "user_role": "proxy_admin_viewer" }' - ``` - + Parameters: - user_id: Optional[str] - Specify a user id. If not set, a unique id will be generated. - user_email: Optional[str] - Specify a user email. @@ -539,7 +491,7 @@ async def user_update( - duration: Optional[str] - [NOT IMPLEMENTED]. - key_alias: Optional[str] - [NOT IMPLEMENTED]. - + ``` """ from litellm.proxy.proxy_server import prisma_client @@ -550,21 +502,46 @@ async def user_update( raise Exception("Not connected to DB!") # get non default values for key - non_default_values = _update_internal_user_params( - data_json=data_json, data=data - ) + non_default_values = {} + for k, v in data_json.items(): + if v is not None and v not in ( + [], + {}, + 0, + ): # models default to [], spend defaults to 0, we should not reset these values + non_default_values[k] = v - existing_user_row = await prisma_client.get_data( - user_id=data.user_id, table_name="user", query_type="find_unique" - ) + is_internal_user = False + if data.user_role == LitellmUserRoles.INTERNAL_USER: + is_internal_user = True - existing_metadata = existing_user_row.metadata if existing_user_row else {} + if "budget_duration" in non_default_values: + duration_s = duration_in_seconds( + duration=non_default_values["budget_duration"] + ) + user_reset_at = datetime.now(timezone.utc) + timedelta(seconds=duration_s) + non_default_values["budget_reset_at"] = user_reset_at - non_default_values = prepare_metadata_fields( - data=data, - non_default_values=non_default_values, - existing_metadata=existing_metadata or {}, - ) + if "max_budget" not in non_default_values: + if ( + is_internal_user and litellm.max_internal_user_budget is not None + ): # applies internal user limits, if user role updated + non_default_values["max_budget"] = litellm.max_internal_user_budget + + if ( + "budget_duration" not in non_default_values + ): # applies internal user limits, if user role updated + if is_internal_user and litellm.internal_user_budget_duration is not None: + non_default_values["budget_duration"] = ( + litellm.internal_user_budget_duration + ) + duration_s = duration_in_seconds( + duration=non_default_values["budget_duration"] + ) + user_reset_at = datetime.now(timezone.utc) + timedelta( + seconds=duration_s + ) + non_default_values["budget_reset_at"] = user_reset_at ## ADD USER, IF NEW ## verbose_proxy_logger.debug("/user/update: Received data = %s", data) diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index 287de5696..d95cfad24 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -17,7 +17,7 @@ import secrets import traceback import uuid from datetime import datetime, timedelta, timezone -from typing import List, Optional, Tuple, cast +from typing import List, Optional, Tuple import fastapi from fastapi import APIRouter, Depends, Header, HTTPException, Query, Request, status @@ -394,8 +394,7 @@ async def generate_key_fn( # noqa: PLR0915 } ) _budget_id = getattr(_budget, "budget_id", None) - data_json = data.model_dump(exclude_unset=True, exclude_none=True) # type: ignore - + data_json = data.json() # type: ignore # if we get max_budget passed to /key/generate, then use it as key_max_budget. Since generate_key_helper_fn is used to make new users if "max_budget" in data_json: data_json["key_max_budget"] = data_json.pop("max_budget", None) @@ -453,52 +452,12 @@ async def generate_key_fn( # noqa: PLR0915 raise handle_exception_on_proxy(e) -def prepare_metadata_fields( - data: BaseModel, non_default_values: dict, existing_metadata: dict -) -> dict: - """ - Check LiteLLM_ManagementEndpoint_MetadataFields (proxy/_types.py) for fields that are allowed to be updated - """ - - if "metadata" not in non_default_values: # allow user to set metadata to none - non_default_values["metadata"] = existing_metadata.copy() - - casted_metadata = cast(dict, non_default_values["metadata"]) - - data_json = data.model_dump(exclude_unset=True, exclude_none=True) - - try: - for k, v in data_json.items(): - if k == "model_tpm_limit" or k == "model_rpm_limit": - if k not in casted_metadata or casted_metadata[k] is None: - casted_metadata[k] = {} - casted_metadata[k].update(v) - - if k == "tags" or k == "guardrails": - if k not in casted_metadata or casted_metadata[k] is None: - casted_metadata[k] = [] - seen = set(casted_metadata[k]) - casted_metadata[k].extend( - x for x in v if x not in seen and not seen.add(x) # type: ignore - ) # prevent duplicates from being added + maintain initial order - - except Exception as e: - verbose_proxy_logger.exception( - "litellm.proxy.proxy_server.prepare_metadata_fields(): Exception occured - {}".format( - str(e) - ) - ) - - non_default_values["metadata"] = casted_metadata - return non_default_values - - def prepare_key_update_data( data: Union[UpdateKeyRequest, RegenerateKeyRequest], existing_key_row ): data_json: dict = data.model_dump(exclude_unset=True) data_json.pop("key", None) - _metadata_fields = ["model_rpm_limit", "model_tpm_limit", "guardrails", "tags"] + _metadata_fields = ["model_rpm_limit", "model_tpm_limit", "guardrails"] non_default_values = {} for k, v in data_json.items(): if k in _metadata_fields: @@ -526,9 +485,21 @@ def prepare_key_update_data( _metadata = existing_key_row.metadata or {} - non_default_values = prepare_metadata_fields( - data=data, non_default_values=non_default_values, existing_metadata=_metadata - ) + if data.model_tpm_limit: + if "model_tpm_limit" not in _metadata: + _metadata["model_tpm_limit"] = {} + _metadata["model_tpm_limit"].update(data.model_tpm_limit) + non_default_values["metadata"] = _metadata + + if data.model_rpm_limit: + if "model_rpm_limit" not in _metadata: + _metadata["model_rpm_limit"] = {} + _metadata["model_rpm_limit"].update(data.model_rpm_limit) + non_default_values["metadata"] = _metadata + + if data.guardrails: + _metadata["guardrails"] = data.guardrails + non_default_values["metadata"] = _metadata return non_default_values @@ -953,11 +924,11 @@ async def generate_key_helper_fn( # noqa: PLR0915 request_type: Literal[ "user", "key" ], # identifies if this request is from /user/new or /key/generate - duration: Optional[str] = None, - models: list = [], - aliases: dict = {}, - config: dict = {}, - spend: float = 0.0, + duration: Optional[str], + models: list, + aliases: dict, + config: dict, + spend: float, key_max_budget: Optional[float] = None, # key_max_budget is used to Budget Per key key_budget_duration: Optional[str] = None, budget_id: Optional[float] = None, # budget id <-> LiteLLM_BudgetTable @@ -986,8 +957,8 @@ async def generate_key_helper_fn( # noqa: PLR0915 allowed_cache_controls: Optional[list] = [], permissions: Optional[dict] = {}, model_max_budget: Optional[dict] = {}, - model_rpm_limit: Optional[dict] = None, - model_tpm_limit: Optional[dict] = None, + model_rpm_limit: Optional[dict] = {}, + model_tpm_limit: Optional[dict] = {}, guardrails: Optional[list] = None, teams: Optional[list] = None, organization_id: Optional[str] = None, diff --git a/litellm/router.py b/litellm/router.py index 89e7e8321..3751b2403 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -4712,9 +4712,6 @@ class Router: if hasattr(self, "model_list"): returned_models: List[DeploymentTypedDict] = [] - if model_name is not None: - returned_models.extend(self._get_all_deployments(model_name=model_name)) - if hasattr(self, "model_group_alias"): for model_alias, model_value in self.model_group_alias.items(): @@ -4746,21 +4743,17 @@ class Router: returned_models += self.model_list return returned_models - + returned_models.extend(self._get_all_deployments(model_name=model_name)) return returned_models return None - def get_model_access_groups(self, model_name: Optional[str] = None): - """ - If model_name is provided, only return access groups for that model. - """ + def get_model_access_groups(self): from collections import defaultdict access_groups = defaultdict(list) - model_list = self.get_model_list(model_name=model_name) - if model_list: - for m in model_list: + if self.model_list: + for m in self.model_list: for group in m.get("model_info", {}).get("access_groups", []): model_name = m["model_name"] access_groups[group].append(model_name) diff --git a/litellm/router_utils/pattern_match_deployments.py b/litellm/router_utils/pattern_match_deployments.py index a369100eb..3896c3a95 100644 --- a/litellm/router_utils/pattern_match_deployments.py +++ b/litellm/router_utils/pattern_match_deployments.py @@ -79,9 +79,7 @@ class PatternMatchRouter: return new_deployments - def route( - self, request: Optional[str], filtered_model_names: Optional[List[str]] = None - ) -> Optional[List[Dict]]: + def route(self, request: Optional[str]) -> Optional[List[Dict]]: """ Route a requested model to the corresponding llm deployments based on the regex pattern @@ -91,26 +89,14 @@ class PatternMatchRouter: Args: request: Optional[str] - filtered_model_names: Optional[List[str]] - if provided, only return deployments that match the filtered_model_names + Returns: Optional[List[Deployment]]: llm deployments """ try: if request is None: return None - - regex_filtered_model_names = ( - [self._pattern_to_regex(m) for m in filtered_model_names] - if filtered_model_names is not None - else [] - ) - for pattern, llm_deployments in self.patterns.items(): - if ( - filtered_model_names is not None - and pattern not in regex_filtered_model_names - ): - continue pattern_match = re.match(pattern, request) if pattern_match: return self._return_pattern_matched_deployments( diff --git a/litellm/types/router.py b/litellm/types/router.py index 99d981e4d..2b7d1d83b 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -355,7 +355,7 @@ class LiteLLMParamsTypedDict(TypedDict, total=False): class DeploymentTypedDict(TypedDict, total=False): model_name: Required[str] litellm_params: Required[LiteLLMParamsTypedDict] - model_info: dict + model_info: Optional[dict] SPECIAL_MODEL_INFO_PARAMS = [ diff --git a/pyproject.toml b/pyproject.toml index 156e9ed4e..c7cf90715 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.53.2" +version = "1.53.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -91,7 +91,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.53.2" +version = "1.53.1" version_files = [ "pyproject.toml:^version" ] diff --git a/requirements.txt b/requirements.txt index b22edea09..0ac95fc96 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ # LITELLM PROXY DEPENDENCIES # anyio==4.4.0 # openai + http req. -openai==1.55.3 # openai req. +openai==1.54.0 # openai req. fastapi==0.111.0 # server dep backoff==2.2.1 # server dep pyyaml==6.0.0 # server dep diff --git a/tests/llm_translation/Readme.md b/tests/llm_translation/Readme.md index db84e7c33..174c81b4e 100644 --- a/tests/llm_translation/Readme.md +++ b/tests/llm_translation/Readme.md @@ -1,3 +1 @@ -Unit tests for individual LLM providers. - -Name of the test file is the name of the LLM provider - e.g. `test_openai.py` is for OpenAI. \ No newline at end of file +More tests under `litellm/litellm/tests/*`. \ No newline at end of file diff --git a/tests/llm_translation/test_anthropic_completion.py b/tests/llm_translation/test_anthropic_completion.py index 076219961..812291767 100644 --- a/tests/llm_translation/test_anthropic_completion.py +++ b/tests/llm_translation/test_anthropic_completion.py @@ -785,68 +785,3 @@ def test_convert_tool_response_to_message_no_arguments(): message = AnthropicConfig._convert_tool_response_to_message(tool_calls=tool_calls) assert message is None - - -def test_anthropic_tool_with_image(): - from litellm.llms.prompt_templates.factory import prompt_factory - import json - - b64_data = "iVBORw0KGgoAAAANSUhEu6U3//C9t/fKv5wDgpP1r5796XwC4zyH1D565bHGDqbY85AMb0nIQe+u3J390Xbtb9XgXxcK0/aqRXpdYcwgARbCN03FJk" - image_url = f"data:image/png;base64,{b64_data}" - messages = [ - { - "content": [ - {"type": "text", "text": "go to github ryanhoangt by browser"}, - { - "type": "text", - "text": '\nThe following information has been included based on a keyword match for "github". It may or may not be relevant to the user\'s request.\n\nYou have access to an environment variable, `GITHUB_TOKEN`, which allows you to interact with\nthe GitHub API.\n\nYou can use `curl` with the `GITHUB_TOKEN` to interact with GitHub\'s API.\nALWAYS use the GitHub API for operations instead of a web browser.\n\nHere are some instructions for pushing, but ONLY do this if the user asks you to:\n* NEVER push directly to the `main` or `master` branch\n* Git config (username and email) is pre-set. Do not modify.\n* You may already be on a branch called `openhands-workspace`. Create a new branch with a better name before pushing.\n* Use the GitHub API to create a pull request, if you haven\'t already\n* Use the main branch as the base branch, unless the user requests otherwise\n* After opening or updating a pull request, send the user a short message with a link to the pull request.\n* Do all of the above in as few steps as possible. E.g. you could open a PR with one step by running the following bash commands:\n```bash\ngit remote -v && git branch # to find the current org, repo and branch\ngit checkout -b create-widget && git add . && git commit -m "Create widget" && git push -u origin create-widget\ncurl -X POST "https://api.github.com/repos/$ORG_NAME/$REPO_NAME/pulls" \\\n -H "Authorization: Bearer $GITHUB_TOKEN" \\\n -d \'{"title":"Create widget","head":"create-widget","base":"openhands-workspace"}\'\n```\n', - "cache_control": {"type": "ephemeral"}, - }, - ], - "role": "user", - }, - { - "content": [ - { - "type": "text", - "text": "I'll help you navigate to the GitHub profile of ryanhoangt using the browser.", - } - ], - "role": "assistant", - "tool_calls": [ - { - "index": 1, - "function": { - "arguments": '{"code": "goto(\'https://github.com/ryanhoangt\')"}', - "name": "browser", - }, - "id": "tooluse_UxfOQT6jRq-SvoQ9La_1sA", - "type": "function", - } - ], - }, - { - "content": [ - { - "type": "text", - "text": "[Current URL: https://github.com/ryanhoangt]\n[Focused element bid: 119]\n\n[Action executed successfully.]\n============== BEGIN accessibility tree ==============\nRootWebArea 'ryanhoangt (Ryan H. Tran) · GitHub', focused\n\t[119] generic\n\t\t[120] generic\n\t\t\t[121] generic\n\t\t\t\t[122] link 'Skip to content', clickable\n\t\t\t\t[123] generic\n\t\t\t\t\t[124] generic\n\t\t\t\t[135] generic\n\t\t\t\t\t[137] generic, clickable\n\t\t\t\t[142] banner ''\n\t\t\t\t\t[143] heading 'Navigation Menu'\n\t\t\t\t\t[146] generic\n\t\t\t\t\t\t[147] generic\n\t\t\t\t\t\t\t[148] generic\n\t\t\t\t\t\t\t[155] link 'Homepage', clickable\n\t\t\t\t\t\t\t[158] generic\n\t\t\t\t\t\t[160] generic\n\t\t\t\t\t\t\t[161] generic\n\t\t\t\t\t\t\t\t[162] navigation 'Global'\n\t\t\t\t\t\t\t\t\t[163] list ''\n\t\t\t\t\t\t\t\t\t\t[164] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[165] button 'Product', expanded=False\n\t\t\t\t\t\t\t\t\t\t[244] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[245] button 'Solutions', expanded=False\n\t\t\t\t\t\t\t\t\t\t[288] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[289] button 'Resources', expanded=False\n\t\t\t\t\t\t\t\t\t\t[325] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[326] button 'Open Source', expanded=False\n\t\t\t\t\t\t\t\t\t\t[352] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[353] button 'Enterprise', expanded=False\n\t\t\t\t\t\t\t\t\t\t[392] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t[393] link 'Pricing', clickable\n\t\t\t\t\t\t\t\t[394] generic\n\t\t\t\t\t\t\t\t\t[395] generic\n\t\t\t\t\t\t\t\t\t\t[396] generic, clickable\n\t\t\t\t\t\t\t\t\t\t\t[397] button 'Search or jump to…', clickable, hasPopup='dialog'\n\t\t\t\t\t\t\t\t\t\t\t\t[398] generic\n\t\t\t\t\t\t\t\t\t\t[477] generic\n\t\t\t\t\t\t\t\t\t\t\t[478] generic\n\t\t\t\t\t\t\t\t\t\t\t[499] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[500] generic\n\t\t\t\t\t\t\t\t\t[534] generic\n\t\t\t\t\t\t\t\t\t\t[535] link 'Sign in', clickable\n\t\t\t\t\t\t\t\t\t[536] link 'Sign up', clickable\n\t\t\t[553] generic\n\t\t\t[554] generic\n\t\t\t[556] generic\n\t\t\t\t[557] main ''\n\t\t\t\t\t[558] generic\n\t\t\t\t\t[566] generic\n\t\t\t\t\t\t[567] generic\n\t\t\t\t\t\t\t[568] generic\n\t\t\t\t\t\t\t\t[569] generic\n\t\t\t\t\t\t\t\t\t[570] generic\n\t\t\t\t\t\t\t\t\t\t[571] LayoutTable ''\n\t\t\t\t\t\t\t\t\t\t\t[572] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[573] image '@ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t\t[574] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[575] strong ''\n\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t\t\t[576] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[577] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[578] link 'Follow', clickable\n\t\t\t\t\t\t\t\t[579] generic\n\t\t\t\t\t\t\t\t\t[580] generic\n\t\t\t\t\t\t\t\t\t\t[581] navigation 'User profile'\n\t\t\t\t\t\t\t\t\t\t\t[582] link 'Overview', clickable\n\t\t\t\t\t\t\t\t\t\t\t[585] link 'Repositories 136', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t[588] generic '136'\n\t\t\t\t\t\t\t\t\t\t\t[589] link 'Projects', clickable\n\t\t\t\t\t\t\t\t\t\t\t[593] link 'Packages', clickable\n\t\t\t\t\t\t\t\t\t\t\t[597] link 'Stars 311', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t[600] generic '311'\n\t\t\t\t\t[621] generic\n\t\t\t\t\t\t[622] generic\n\t\t\t\t\t\t\t[623] generic\n\t\t\t\t\t\t\t\t[624] generic\n\t\t\t\t\t\t\t\t\t[625] generic\n\t\t\t\t\t\t\t\t\t\t[626] LayoutTable ''\n\t\t\t\t\t\t\t\t\t\t\t[627] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[628] image '@ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t\t[629] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[630] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[631] strong ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t\t[632] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[633] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[634] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[635] link 'Follow', clickable\n\t\t\t\t\t\t\t\t\t[636] generic\n\t\t\t\t\t\t\t\t\t\t[637] generic\n\t\t\t\t\t\t\t\t\t\t\t[638] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[639] link \"View ryanhoangt's full-sized avatar\", clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[640] image \"View ryanhoangt's full-sized avatar\"\n\t\t\t\t\t\t\t\t\t\t\t\t[641] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[642] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[643] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[644] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[645] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[646] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '🎯'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[647] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[648] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Focusing'\n\t\t\t\t\t\t\t\t\t\t\t[649] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[650] heading 'Ryan H. Tran ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[651] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Ryan H. Tran'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[652] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'ryanhoangt'\n\t\t\t\t\t\t\t\t\t\t[660] generic\n\t\t\t\t\t\t\t\t\t\t\t[661] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[662] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[663] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[665] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[666] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[667] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[668] link 'Follow', clickable\n\t\t\t\t\t\t\t\t\t\t\t[669] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[670] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[671] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText \"Working with Attention. It's all we need\"\n\t\t\t\t\t\t\t\t\t\t\t\t[672] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[673] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[674] link '11 followers', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[677] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '11'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '·'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[678] link '30 following', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[679] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '30'\n\t\t\t\t\t\t\t\t\t\t\t\t[680] list ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[681] listitem 'Home location: Earth'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[684] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Earth'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[685] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[688] link 'hoangt.dev', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[689] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[692] link 'https://orcid.org/0009-0000-3619-0932', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[693] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[694] image 'X'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[696] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[697] link '@ryanhoangt', clickable\n\t\t\t\t\t\t\t\t\t\t[698] generic\n\t\t\t\t\t\t\t\t\t\t\t[699] heading 'Achievements'\n\t\t\t\t\t\t\t\t\t\t\t\t[700] link 'Achievements', clickable\n\t\t\t\t\t\t\t\t\t\t\t[701] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[702] link 'Achievement: Pair Extraordinaire', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[703] image 'Achievement: Pair Extraordinaire'\n\t\t\t\t\t\t\t\t\t\t\t\t[704] link 'Achievement: Pull Shark x2', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[705] image 'Achievement: Pull Shark'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[706] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'x2'\n\t\t\t\t\t\t\t\t\t\t\t\t[707] link 'Achievement: YOLO', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[708] image 'Achievement: YOLO'\n\t\t\t\t\t\t\t\t\t\t[720] generic\n\t\t\t\t\t\t\t\t\t\t\t[721] heading 'Highlights'\n\t\t\t\t\t\t\t\t\t\t\t[722] list ''\n\t\t\t\t\t\t\t\t\t\t\t\t[723] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[724] link 'Developer Program Member', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t[727] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[730] generic 'Label: Pro'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'PRO'\n\t\t\t\t\t\t\t\t\t\t[731] button 'Block or Report'\n\t\t\t\t\t\t\t\t\t\t\t[732] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[733] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Block or Report'\n\t\t\t\t\t\t\t\t\t\t[734] generic\n\t\t\t\t\t\t\t[775] generic\n\t\t\t\t\t\t\t\t[817] generic, clickable\n\t\t\t\t\t\t\t\t\t[818] generic\n\t\t\t\t\t\t\t\t\t\t[819] generic\n\t\t\t\t\t\t\t\t\t\t\t[820] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[821] heading 'PinnedLoading'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[822] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[826] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Loading'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[827] status '', live='polite', atomic, relevant='additions text'\n\t\t\t\t\t\t\t\t\t\t\t\t[828] list '', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t[829] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[830] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[831] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[832] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[833] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[836] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[837] link 'All-Hands-AI/OpenHands', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[838] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[839] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'OpenHands'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[843] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[844] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[845] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '🙌 OpenHands: Code Less, Make More'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[846] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[847] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[848] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[849] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[850] link 'stars 37.5k', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[851] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[852] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[853] link 'forks 4.2k', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[854] image 'forks'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[855] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[856] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[857] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[858] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[859] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[860] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[863] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[864] link 'nus-apr/auto-code-rover', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[865] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'nus-apr/'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[866] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'auto-code-rover'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[870] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[871] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[872] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'A project structure aware autonomous software engineer aiming for autonomous program improvement. Resolved 37.3% tasks (pass@1) in SWE-bench lite and 46.2% tasks (pass@1) in SWE-bench verified with…'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[873] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[874] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[875] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[876] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[877] link 'stars 2.7k', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[878] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[879] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[880] link 'forks 288', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[881] image 'forks'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[882] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[883] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[884] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[885] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[886] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[887] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[890] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[891] link 'TransformerLensOrg/TransformerLens', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[892] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'TransformerLensOrg/'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[893] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'TransformerLens'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[897] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[898] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[899] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'A library for mechanistic interpretability of GPT-style language models'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[900] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[901] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[902] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[903] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[904] link 'stars 1.6k', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[905] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[906] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[907] link 'forks 308', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[908] image 'forks'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[909] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[910] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[911] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[912] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[913] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[914] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[917] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[918] link 'danbraunai/simple_stories_train', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[919] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'danbraunai/'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[920] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'simple_stories_train'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[924] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[925] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[926] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Trains small LMs. Designed for training on SimpleStories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[927] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[928] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[929] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[930] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[931] link 'stars 3', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[932] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[933] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[934] link 'fork 1', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[935] image 'fork'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[936] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[937] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[938] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[939] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[940] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[941] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[944] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[945] link 'locify', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[946] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'locify'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[950] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[951] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[952] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'A library for LLM-based agents to navigate large codebases efficiently.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[953] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[954] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[955] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[956] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[957] link 'stars 6', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[958] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[959] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t[960] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[961] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[962] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[963] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[964] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[967] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[968] link 'iDunno', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[969] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'iDunno'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[973] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[974] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Public'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[975] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'A Distributed ML Cluster'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[976] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[977] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[978] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[979] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Java'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[980] link 'stars 3', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[981] image 'stars'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[982] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t[983] generic\n\t\t\t\t\t\t\t\t\t\t\t[984] generic\n\t\t\t\t\t\t\t\t\t\t\t\t[985] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[986] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[987] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[988] heading '481 contributions in the last year'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[989] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[990] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[991] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2099] grid 'Contribution Graph', clickable, multiselectable=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2100] caption ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Contribution Graph'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2101] rowgroup ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2102] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2103] gridcell 'Day of Week'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2104] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Day of Week'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2105] gridcell 'December'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2106] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'December'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2108] gridcell 'January'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2109] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'January'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2111] gridcell 'February'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2112] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'February'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2114] gridcell 'March'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2115] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'March'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2117] gridcell 'April'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2118] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'April'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2120] gridcell 'May'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2121] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'May'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2123] gridcell 'June'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2124] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'June'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2126] gridcell 'July'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2127] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'July'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2129] gridcell 'August'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2130] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'August'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2132] gridcell 'September'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2133] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'September'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2135] gridcell 'October'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2136] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'October'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2138] gridcell 'November'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2139] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'November'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2141] rowgroup ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2142] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2143] gridcell 'Sunday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2144] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Sunday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2146] gridcell '14 contributions on November 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-4'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2147] gridcell '3 contributions on December 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2148] gridcell '5 contributions on December 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2149] gridcell 'No contributions on December 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2150] gridcell '5 contributions on December 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2151] gridcell 'No contributions on December 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2152] gridcell '1 contribution on January 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2153] gridcell '2 contributions on January 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2154] gridcell '2 contributions on January 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2155] gridcell '2 contributions on January 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2156] gridcell 'No contributions on February 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2157] gridcell '1 contribution on February 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2158] gridcell 'No contributions on February 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2159] gridcell 'No contributions on February 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2160] gridcell 'No contributions on March 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2161] gridcell 'No contributions on March 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2162] gridcell 'No contributions on March 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2163] gridcell '2 contributions on March 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2164] gridcell '3 contributions on March 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2165] gridcell 'No contributions on April 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2166] gridcell '5 contributions on April 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2167] gridcell '2 contributions on April 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2168] gridcell 'No contributions on April 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2169] gridcell 'No contributions on May 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2170] gridcell 'No contributions on May 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2171] gridcell '1 contribution on May 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2172] gridcell '1 contribution on May 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2173] gridcell '2 contributions on June 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2174] gridcell '5 contributions on June 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2175] gridcell '1 contribution on June 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2176] gridcell 'No contributions on June 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2177] gridcell 'No contributions on June 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2178] gridcell 'No contributions on July 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2179] gridcell 'No contributions on July 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2180] gridcell '5 contributions on July 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2181] gridcell 'No contributions on July 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2182] gridcell '3 contributions on August 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2183] gridcell '1 contribution on August 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2184] gridcell '1 contribution on August 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2185] gridcell '1 contribution on August 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2186] gridcell '1 contribution on September 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2187] gridcell 'No contributions on September 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2188] gridcell '1 contribution on September 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2189] gridcell '2 contributions on September 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2190] gridcell '1 contribution on September 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2191] gridcell '2 contributions on October 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2192] gridcell '2 contributions on October 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2193] gridcell '4 contributions on October 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2194] gridcell '1 contribution on October 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2195] gridcell '14 contributions on November 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-4'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2196] gridcell '10 contributions on November 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-3'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2197] gridcell '2 contributions on November 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2198] gridcell '1 contribution on November 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2199] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2200] gridcell 'Monday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2201] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Monday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2203] gridcell 'No contributions on November 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2204] gridcell 'No contributions on December 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2205] gridcell '2 contributions on December 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2206] gridcell '2 contributions on December 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2207] gridcell '3 contributions on December 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2208] gridcell '2 contributions on January 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2209] gridcell '1 contribution on January 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2210] gridcell 'No contributions on January 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2211] gridcell '3 contributions on January 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2212] gridcell '3 contributions on January 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2213] gridcell 'No contributions on February 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2214] gridcell '2 contributions on February 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2215] gridcell '1 contribution on February 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2216] gridcell 'No contributions on February 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2217] gridcell 'No contributions on March 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2218] gridcell '1 contribution on March 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2219] gridcell '1 contribution on March 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2220] gridcell 'No contributions on March 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2221] gridcell '1 contribution on April 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2222] gridcell '1 contribution on April 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2223] gridcell '1 contribution on April 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2224] gridcell '1 contribution on April 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2225] gridcell '1 contribution on April 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2226] gridcell '2 contributions on May 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2227] gridcell 'No contributions on May 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2228] gridcell 'No contributions on May 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2229] gridcell '1 contribution on May 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2230] gridcell 'No contributions on June 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2231] gridcell '3 contributions on June 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2232] gridcell 'No contributions on June 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2233] gridcell 'No contributions on June 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2234] gridcell '1 contribution on July 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2235] gridcell 'No contributions on July 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2236] gridcell 'No contributions on July 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2237] gridcell 'No contributions on July 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2238] gridcell '1 contribution on July 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2239] gridcell '1 contribution on August 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2240] gridcell 'No contributions on August 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2241] gridcell '2 contributions on August 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2242] gridcell '1 contribution on August 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2243] gridcell 'No contributions on September 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2244] gridcell 'No contributions on September 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2245] gridcell '1 contribution on September 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2246] gridcell '2 contributions on September 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2247] gridcell '1 contribution on September 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2248] gridcell '1 contribution on October 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2249] gridcell '1 contribution on October 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2250] gridcell '7 contributions on October 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2251] gridcell '1 contribution on October 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2252] gridcell '4 contributions on November 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2253] gridcell '2 contributions on November 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2254] gridcell '1 contribution on November 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2255] gridcell '1 contribution on November 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2256] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2257] gridcell 'Tuesday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2258] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Tuesday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2260] gridcell 'No contributions on November 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2261] gridcell '3 contributions on December 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2262] gridcell '1 contribution on December 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2263] gridcell 'No contributions on December 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2264] gridcell '2 contributions on December 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2265] gridcell '2 contributions on January 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2266] gridcell 'No contributions on January 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2267] gridcell 'No contributions on January 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2268] gridcell 'No contributions on January 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2269] gridcell 'No contributions on January 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2270] gridcell 'No contributions on February 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2271] gridcell 'No contributions on February 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2272] gridcell 'No contributions on February 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2273] gridcell 'No contributions on February 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2274] gridcell 'No contributions on March 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2275] gridcell 'No contributions on March 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2276] gridcell 'No contributions on March 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2277] gridcell 'No contributions on March 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2278] gridcell '1 contribution on April 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2279] gridcell '1 contribution on April 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2280] gridcell '1 contribution on April 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2281] gridcell '2 contributions on April 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2282] gridcell '1 contribution on April 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2283] gridcell 'No contributions on May 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2284] gridcell '1 contribution on May 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2285] gridcell '2 contributions on May 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2286] gridcell '2 contributions on May 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2287] gridcell '1 contribution on June 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2288] gridcell '1 contribution on June 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2289] gridcell 'No contributions on June 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2290] gridcell 'No contributions on June 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2291] gridcell '1 contribution on July 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2292] gridcell '1 contribution on July 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2293] gridcell '1 contribution on July 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2294] gridcell '1 contribution on July 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2295] gridcell 'No contributions on July 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2296] gridcell 'No contributions on August 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2297] gridcell 'No contributions on August 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2298] gridcell 'No contributions on August 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2299] gridcell 'No contributions on August 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2300] gridcell '1 contribution on September 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2301] gridcell 'No contributions on September 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2302] gridcell 'No contributions on September 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2303] gridcell '2 contributions on September 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2304] gridcell '1 contribution on October 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2305] gridcell '1 contribution on October 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2306] gridcell '1 contribution on October 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2307] gridcell '3 contributions on October 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2308] gridcell '2 contributions on October 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2309] gridcell '3 contributions on November 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2310] gridcell '3 contributions on November 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2311] gridcell '2 contributions on November 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2312] gridcell 'No contributions on November 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2313] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2314] gridcell 'Wednesday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2315] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Wednesday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2317] gridcell '1 contribution on November 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2318] gridcell '3 contributions on December 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2319] gridcell '1 contribution on December 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2320] gridcell '4 contributions on December 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2321] gridcell '2 contributions on December 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2322] gridcell '1 contribution on January 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2323] gridcell 'No contributions on January 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2324] gridcell 'No contributions on January 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2325] gridcell 'No contributions on January 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2326] gridcell 'No contributions on January 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2327] gridcell 'No contributions on February 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2328] gridcell '1 contribution on February 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2329] gridcell '1 contribution on February 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2330] gridcell '1 contribution on February 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2331] gridcell 'No contributions on March 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2332] gridcell 'No contributions on March 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2333] gridcell 'No contributions on March 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2334] gridcell 'No contributions on March 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2335] gridcell '3 contributions on April 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2336] gridcell 'No contributions on April 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2337] gridcell '1 contribution on April 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2338] gridcell 'No contributions on April 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2339] gridcell 'No contributions on May 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2340] gridcell '1 contribution on May 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2341] gridcell '2 contributions on May 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2342] gridcell '1 contribution on May 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2343] gridcell 'No contributions on May 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2344] gridcell '3 contributions on June 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2345] gridcell '1 contribution on June 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2346] gridcell '1 contribution on June 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2347] gridcell '1 contribution on June 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2348] gridcell 'No contributions on July 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2349] gridcell '1 contribution on July 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2350] gridcell 'No contributions on July 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2351] gridcell '1 contribution on July 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2352] gridcell '2 contributions on July 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2353] gridcell '1 contribution on August 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2354] gridcell '1 contribution on August 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2355] gridcell '2 contributions on August 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2356] gridcell '1 contribution on August 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2357] gridcell 'No contributions on September 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2358] gridcell 'No contributions on September 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2359] gridcell '1 contribution on September 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2360] gridcell '1 contribution on September 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2361] gridcell '1 contribution on October 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2362] gridcell '1 contribution on October 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2363] gridcell '3 contributions on October 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2364] gridcell '4 contributions on October 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2365] gridcell '1 contribution on October 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2366] gridcell '2 contributions on November 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2367] gridcell '1 contribution on November 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2368] gridcell 'No contributions on November 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2369] gridcell '1 contribution on November 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2370] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2371] gridcell 'Thursday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2372] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Thursday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2374] gridcell 'No contributions on November 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2375] gridcell 'No contributions on December 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2376] gridcell '2 contributions on December 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2377] gridcell '3 contributions on December 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2378] gridcell 'No contributions on December 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2379] gridcell 'No contributions on January 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2380] gridcell 'No contributions on January 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2381] gridcell 'No contributions on January 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2382] gridcell '1 contribution on January 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2383] gridcell 'No contributions on February 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2384] gridcell 'No contributions on February 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2385] gridcell 'No contributions on February 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2386] gridcell '1 contribution on February 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2387] gridcell '1 contribution on February 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2388] gridcell '6 contributions on March 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2389] gridcell 'No contributions on March 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2390] gridcell 'No contributions on March 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2391] gridcell '1 contribution on March 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2392] gridcell '3 contributions on April 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2393] gridcell '1 contribution on April 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2394] gridcell '1 contribution on April 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2395] gridcell 'No contributions on April 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2396] gridcell '1 contribution on May 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2397] gridcell '1 contribution on May 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2398] gridcell 'No contributions on May 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2399] gridcell 'No contributions on May 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2400] gridcell '2 contributions on May 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2401] gridcell '1 contribution on June 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2402] gridcell 'No contributions on June 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2403] gridcell 'No contributions on June 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2404] gridcell '1 contribution on June 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2405] gridcell '3 contributions on July 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2406] gridcell '1 contribution on July 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2407] gridcell '1 contribution on July 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2408] gridcell '1 contribution on July 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2409] gridcell 'No contributions on August 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2410] gridcell '1 contribution on August 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2411] gridcell 'No contributions on August 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2412] gridcell '1 contribution on August 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2413] gridcell '1 contribution on August 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2414] gridcell '1 contribution on September 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2415] gridcell '1 contribution on September 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2416] gridcell '1 contribution on September 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2417] gridcell '1 contribution on September 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2418] gridcell '1 contribution on October 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2419] gridcell '2 contributions on October 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2420] gridcell '8 contributions on October 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2421] gridcell '1 contribution on October 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2422] gridcell '2 contributions on October 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2423] gridcell '1 contribution on November 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2424] gridcell '3 contributions on November 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2425] gridcell '2 contributions on November 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2426] gridcell '3 contributions on November 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2427] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2428] gridcell 'Friday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2429] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Friday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2431] gridcell 'No contributions on December 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2432] gridcell '1 contribution on December 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2433] gridcell '2 contributions on December 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2434] gridcell '1 contribution on December 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2435] gridcell '1 contribution on December 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2436] gridcell 'No contributions on January 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2437] gridcell '1 contribution on January 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2438] gridcell '1 contribution on January 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2439] gridcell 'No contributions on January 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2440] gridcell '1 contribution on February 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2441] gridcell 'No contributions on February 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2442] gridcell '1 contribution on February 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2443] gridcell 'No contributions on February 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2444] gridcell 'No contributions on March 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2445] gridcell 'No contributions on March 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2446] gridcell 'No contributions on March 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2447] gridcell 'No contributions on March 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2448] gridcell '1 contribution on March 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2449] gridcell 'No contributions on April 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2450] gridcell '2 contributions on April 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2451] gridcell 'No contributions on April 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2452] gridcell 'No contributions on April 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2453] gridcell 'No contributions on May 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2454] gridcell '1 contribution on May 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2455] gridcell '1 contribution on May 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2456] gridcell 'No contributions on May 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2457] gridcell 'No contributions on May 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2458] gridcell 'No contributions on June 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2459] gridcell 'No contributions on June 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2460] gridcell 'No contributions on June 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2461] gridcell '1 contribution on June 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2462] gridcell '1 contribution on July 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2463] gridcell '2 contributions on July 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2464] gridcell 'No contributions on July 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2465] gridcell '1 contribution on July 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2466] gridcell 'No contributions on August 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2467] gridcell '2 contributions on August 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2468] gridcell '2 contributions on August 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2469] gridcell 'No contributions on August 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2470] gridcell '1 contribution on August 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2471] gridcell 'No contributions on September 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2472] gridcell '1 contribution on September 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2473] gridcell '3 contributions on September 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2474] gridcell '1 contribution on September 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2475] gridcell 'No contributions on October 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2476] gridcell '3 contributions on October 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2477] gridcell '5 contributions on October 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2478] gridcell '3 contributions on October 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2479] gridcell '1 contribution on November 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2480] gridcell '1 contribution on November 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2481] gridcell '3 contributions on November 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2482] gridcell '1 contribution on November 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2483] gridcell ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2484] row ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2485] gridcell 'Saturday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2486] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Saturday'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2488] gridcell '10 contributions on December 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-3'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2489] gridcell '13 contributions on December 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-4'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2490] gridcell 'No contributions on December 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2491] gridcell '1 contribution on December 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2492] gridcell '10 contributions on December 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-3'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2493] gridcell '3 contributions on January 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2494] gridcell '1 contribution on January 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2495] gridcell '1 contribution on January 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2496] gridcell '3 contributions on January 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2497] gridcell 'No contributions on February 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2498] gridcell '1 contribution on February 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2499] gridcell 'No contributions on February 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2500] gridcell '1 contribution on February 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2501] gridcell 'No contributions on March 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2502] gridcell 'No contributions on March 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2503] gridcell 'No contributions on March 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2504] gridcell 'No contributions on March 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2505] gridcell '2 contributions on March 30th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2506] gridcell '1 contribution on April 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2507] gridcell '5 contributions on April 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2508] gridcell '1 contribution on April 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2509] gridcell 'No contributions on April 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2510] gridcell 'No contributions on May 4th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2511] gridcell '1 contribution on May 11th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2512] gridcell '1 contribution on May 18th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2513] gridcell 'No contributions on May 25th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2514] gridcell '2 contributions on June 1st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2515] gridcell 'No contributions on June 8th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2516] gridcell 'No contributions on June 15th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2517] gridcell 'No contributions on June 22nd.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2518] gridcell 'No contributions on June 29th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2519] gridcell '1 contribution on July 6th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2520] gridcell 'No contributions on July 13th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2521] gridcell '1 contribution on July 20th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2522] gridcell 'No contributions on July 27th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2523] gridcell '1 contribution on August 3rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2524] gridcell 'No contributions on August 10th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2525] gridcell 'No contributions on August 17th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2526] gridcell 'No contributions on August 24th.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2527] gridcell 'No contributions on August 31st.', clickable, selected=False, describedby='contribution-graph-legend-level-0'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2528] gridcell '1 contribution on September 7th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2529] gridcell '1 contribution on September 14th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2530] gridcell '1 contribution on September 21st.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2531] gridcell '1 contribution on September 28th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2532] gridcell '1 contribution on October 5th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2533] gridcell '5 contributions on October 12th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2534] gridcell '5 contributions on October 19th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2535] gridcell '7 contributions on October 26th.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2536] gridcell '5 contributions on November 2nd.', clickable, selected=False, describedby='contribution-graph-legend-level-2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2537] gridcell '17 contributions on November 9th.', clickable, selected=False, describedby='contribution-graph-legend-level-4'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2538] gridcell '1 contribution on November 16th.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2539] gridcell '1 contribution on November 23rd.', clickable, selected=False, describedby='contribution-graph-legend-level-1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2540] gridcell ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2541] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2542] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2543] link 'Learn how we count contributions', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2544] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2545] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Less'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2546] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2547] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'No contributions.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2548] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2549] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Low contributions.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2550] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2551] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Medium-low contributions.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2552] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2553] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Medium-high contributions.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2554] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2555] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'High contributions.'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2556] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'More'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2557] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2558] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2559] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2560] navigation 'Organizations'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2561] link '@All-Hands-AI', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2562] image ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2563] link '@Globe-NLP-Lab', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2564] image ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2565] link '@TransformerLensOrg', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2566] image ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2567] Details '', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2568] button 'More', clickable, hasPopup='menu', expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2569] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2591] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2592] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2593] heading 'Activity overview'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2594] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2597] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Contributed to'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2598] link 'All-Hands-AI/OpenHands', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ','\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2599] link 'All-Hands-AI/openhands-aci', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ','\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2600] link 'ryanhoangt/locify', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2601] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'and 36 other repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2602] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2603] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2604] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2608] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Loading'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2609] SvgRoot \"A graph representing ryanhoangt's contributions from November 26, 2023 to November 28, 2024. The contributions are 77% commits, 15% pull requests, 4% code review, 4% issues.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2611] group ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2612] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2613] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2614] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2615] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2616] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2617] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2618] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2619] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '4%'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2620] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Code review'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2621] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '4%'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2622] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Issues'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2623] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '15%'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2624] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Pull requests'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2625] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '77%'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2626] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Commits'\n\t\t\t\t\t\t\t\t\t\t\t\t\t[2627] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2629] heading 'Contribution activity'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2630] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2631] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2632] heading 'November 2024'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2633] generic 'November 2024'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2634] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '2024'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2635] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2636] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2639] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2640] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2641] button 'Created 24 commits in 3 repositories', clickable, expanded=True\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2642] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Created 24 commits in 3 repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2643] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2644] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2650] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2651] list ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2652] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2653] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2654] link 'All-Hands-AI/openhands-aci', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2655] link '16 commits', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2656] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2657] image '67% of commits in November were made to All-Hands-AI/openhands-aci'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2658] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2659] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2660] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2661] link 'All-Hands-AI/OpenHands', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2662] link '4 commits', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2663] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2664] image '17% of commits in November were made to All-Hands-AI/OpenHands'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2665] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2666] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2667] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2668] link 'ryanhoangt/p4cm4n', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2669] link '4 commits', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2670] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2671] image '17% of commits in November were made to ryanhoangt/p4cm4n'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2672] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2673] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2674] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2677] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2678] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2679] button 'Created 3 repositories', clickable, expanded=True\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2680] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Created 3 repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2681] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2682] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2688] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2689] list ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2690] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2691] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2692] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2695] link 'ryanhoangt/TapeAgents', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2696] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2697] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2698] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2699] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2700] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2701] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'This contribution was made on Nov 21'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2703] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2704] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2705] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2708] link 'ryanhoangt/multilspy', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2709] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2710] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2711] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2712] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Python'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2713] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2714] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'This contribution was made on Nov 8'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2716] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2717] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2718] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2721] link 'ryanhoangt/anthropic-quickstarts', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2722] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2723] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2724] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2725] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'TypeScript'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2726] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2727] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'This contribution was made on Nov 3'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2729] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2730] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2733] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2734] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2735] heading 'Created a pull request in All-Hands-AI/OpenHands that received 20 comments'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2736] link 'All-Hands-AI/OpenHands', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2737] link 'Nov 17', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2738] time ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Nov 17'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2739] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2742] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2743] heading '[Experiment] Add symbol navigation commands into the editor'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2744] link '[Experiment] Add symbol navigation commands into the editor', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2745] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2746] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2747] strong ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'End-user friendly description of the problem this fixes or functionality that this introduces'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Include this change in the Release Notes. If checke…'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2748] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2749] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2750] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '+311'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2751] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '−105'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2752] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2753] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2754] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2755] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2756] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2757] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'lines changed'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2758] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '•'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '20 comments'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2759] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2760] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2763] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2764] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2765] button 'Opened 17 other pull requests in 5 repositories', clickable, expanded=True\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2766] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Opened 17 other pull requests in 5 repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2767] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2768] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2774] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2775] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2776] button 'All-Hands-AI/openhands-aci 2 open 8 merged', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2777] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2778] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/openhands-aci'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2779] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2780] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'open'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2781] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '8'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'merged'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2782] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2786] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2896] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2897] button 'All-Hands-AI/OpenHands 4 merged', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2898] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2899] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/OpenHands'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2900] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2901] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '4'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'merged'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2902] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2906] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2951] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2952] button 'ryanhoangt/multilspy 1 open', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2953] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2954] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'ryanhoangt/multilspy'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2955] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2956] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'open'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2957] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2961] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2976] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2977] button 'anthropics/anthropic-quickstarts 1 closed', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2978] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2979] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'anthropics/anthropic-quickstarts'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2980] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2981] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'closed'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2982] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[2986] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3001] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3002] button 'danbraunai/simple_stories_train 1 open', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3003] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3004] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'danbraunai/simple_stories_train'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3005] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3006] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'open'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3007] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3011] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3026] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3027] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3030] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3031] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3032] button 'Reviewed 6 pull requests in 2 repositories', clickable, expanded=True\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3033] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Reviewed 6 pull requests in 2 repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3034] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3035] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3041] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3042] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3043] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3044] button 'All-Hands-AI/openhands-aci 3 pull requests', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3045] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3046] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/openhands-aci'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3047] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '3 pull requests'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3048] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3052] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3087] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3088] button 'All-Hands-AI/OpenHands 3 pull requests', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3089] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3090] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/OpenHands'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3091] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '3 pull requests'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3092] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3096] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3131] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3132] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3135] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3136] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3137] heading 'Created an issue in All-Hands-AI/OpenHands that received 1 comment'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3138] link 'All-Hands-AI/OpenHands', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3139] link 'Nov 7', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3140] time ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Nov 7'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3141] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3145] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3146] heading '[Bug]: Patch collection after eval was empty although the agent did make changes'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3147] link '[Bug]: Patch collection after eval was empty although the agent did make changes', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3148] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3149] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText \"Is there an existing issue for the same bug? I have checked the existing issues. Describe the bug and reproduction steps I'm running eval for\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3150] link '#4782', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3151] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3152] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3153] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3154] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3158] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3159] SvgRoot ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3160] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3161] graphics-symbol ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3162] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1 task done'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3163] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '•'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1 comment'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3164] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3165] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3169] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3170] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3171] button 'Opened 3 other issues in 2 repositories', clickable, expanded=True\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3172] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Opened 3 other issues in 2 repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3173] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3174] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3180] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3181] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3182] button 'ryanhoangt/locify 2 open', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3183] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3184] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'ryanhoangt/locify'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3185] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3186] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '2'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'open'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3187] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3191] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3218] Details ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3219] button 'All-Hands-AI/openhands-aci 1 closed', clickable, expanded=False\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3220] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3221] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'All-Hands-AI/openhands-aci'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3222] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3223] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '1'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'closed'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3224] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3228] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3244] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3245] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3248] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3249] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '31 contributions in private repositories'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3250] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Nov 5 – Nov 25'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3251] Section ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3252] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3256] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Loading'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3257] button 'Show more activity', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3258] paragraph ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText 'Seeing something unexpected? Take a look at the'\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3259] link 'GitHub profile guide', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tStaticText '.'\n\t\t\t\t\t\t\t\t\t\t\t\t[3260] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t[3261] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3263] generic\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3264] list ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3265] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3266] link 'Contribution activity in 2024', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3267] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3268] link 'Contribution activity in 2023', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3269] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3270] link 'Contribution activity in 2022', clickable\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3271] listitem ''\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t[3272] link 'Contribution activity in 2021', clickable\n\t\t\t[3273] contentinfo ''\n\t\t\t\t[3274] heading 'Footer'\n\t\t\t\t[3275] generic\n\t\t\t\t\t[3276] generic\n\t\t\t\t\t\t[3277] link 'Homepage', clickable\n\t\t\t\t\t\t[3280] generic\n\t\t\t\t\t\t\tStaticText '© 2024 GitHub,\\xa0Inc.'\n\t\t\t\t\t[3281] navigation 'Footer'\n\t\t\t\t\t\t[3282] heading 'Footer navigation'\n\t\t\t\t\t\t[3283] list 'Footer navigation'\n\t\t\t\t\t\t\t[3284] listitem ''\n\t\t\t\t\t\t\t\t[3285] link 'Terms', clickable\n\t\t\t\t\t\t\t[3286] listitem ''\n\t\t\t\t\t\t\t\t[3287] link 'Privacy', clickable\n\t\t\t\t\t\t\t[3288] listitem ''\n\t\t\t\t\t\t\t\t[3289] link 'Security', clickable\n\t\t\t\t\t\t\t[3290] listitem ''\n\t\t\t\t\t\t\t\t[3291] link 'Status', clickable\n\t\t\t\t\t\t\t[3292] listitem ''\n\t\t\t\t\t\t\t\t[3293] link 'Docs', clickable\n\t\t\t\t\t\t\t[3294] listitem ''\n\t\t\t\t\t\t\t\t[3295] link 'Contact', clickable\n\t\t\t\t\t\t\t[3296] listitem ''\n\t\t\t\t\t\t\t\t[3297] generic\n\t\t\t\t\t\t\t\t\t[3298] button 'Manage cookies', clickable\n\t\t\t\t\t\t\t[3299] listitem ''\n\t\t\t\t\t\t\t\t[3300] generic\n\t\t\t\t\t\t\t\t\t[3301] button 'Do not share my personal information', clickable\n\t\t\t[3302] generic\n\t\t[3314] generic, live='polite', atomic, relevant='additions text'\n\t\t[3315] generic, live='assertive', atomic, relevant='additions text'\n============== END accessibility tree ==============\nThe screenshot of the current page is shown below.\n", - }, - { - "type": "image_url", - "image_url": {"url": image_url}, - }, - ], - "role": "tool", - "cache_control": {"type": "ephemeral"}, - "tool_call_id": "tooluse_UxfOQT6jRq-SvoQ9La_1sA", - "name": "browser", - }, - ] - - result = prompt_factory( - model="claude-3-5-sonnet-20240620", - messages=messages, - custom_llm_provider="anthropic", - ) - - assert b64_data in json.dumps(result) diff --git a/tests/llm_translation/test_azure_ai.py b/tests/llm_translation/test_azure_ai.py index f765a368f..944e20148 100644 --- a/tests/llm_translation/test_azure_ai.py +++ b/tests/llm_translation/test_azure_ai.py @@ -45,59 +45,81 @@ def test_map_azure_model_group(model_group_header, expected_model): @pytest.mark.asyncio -async def test_azure_ai_with_image_url(): +@pytest.mark.respx +async def test_azure_ai_with_image_url(respx_mock: MockRouter): """ Important test: Test that Azure AI studio can handle image_url passed when content is a list containing both text and image_url """ - from openai import AsyncOpenAI - litellm.set_verbose = True - client = AsyncOpenAI( - api_key="fake-api-key", - base_url="https://Phi-3-5-vision-instruct-dcvov.eastus2.models.ai.azure.com", - ) + # Mock response based on the actual API response + mock_response = { + "id": "cmpl-53860ea1efa24d2883555bfec13d2254", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": None, + "message": { + "content": "The image displays a graphic with the text 'LiteLLM' in black", + "role": "assistant", + "refusal": None, + "audio": None, + "function_call": None, + "tool_calls": None, + }, + } + ], + "created": 1731801937, + "model": "phi35-vision-instruct", + "object": "chat.completion", + "usage": { + "completion_tokens": 69, + "prompt_tokens": 617, + "total_tokens": 686, + "completion_tokens_details": None, + "prompt_tokens_details": None, + }, + } - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - await litellm.acompletion( - model="azure_ai/Phi-3-5-vision-instruct-dcvov", - api_base="https://Phi-3-5-vision-instruct-dcvov.eastus2.models.ai.azure.com", - messages=[ + # Mock the API request + mock_request = respx_mock.post( + "https://Phi-3-5-vision-instruct-dcvov.eastus2.models.ai.azure.com" + ).mock(return_value=httpx.Response(200, json=mock_response)) + + response = await litellm.acompletion( + model="azure_ai/Phi-3-5-vision-instruct-dcvov", + api_base="https://Phi-3-5-vision-instruct-dcvov.eastus2.models.ai.azure.com", + messages=[ + { + "role": "user", + "content": [ { - "role": "user", - "content": [ - { - "type": "text", - "text": "What is in this image?", - }, - { - "type": "image_url", - "image_url": { - "url": "https://litellm-listing.s3.amazonaws.com/litellm_logo.png" - }, - }, - ], + "type": "text", + "text": "What is in this image?", + }, + { + "type": "image_url", + "image_url": { + "url": "https://litellm-listing.s3.amazonaws.com/litellm_logo.png" + }, }, ], - api_key="fake-api-key", - client=client, - ) - except Exception as e: - traceback.print_exc() - print(f"Error: {e}") + }, + ], + api_key="fake-api-key", + ) - # Verify the request was made - mock_client.assert_called_once() + # Verify the request was made + assert mock_request.called - # Check the request body - request_body = mock_client.call_args.kwargs - assert request_body["model"] == "Phi-3-5-vision-instruct-dcvov" - assert request_body["messages"] == [ + # Check the request body + request_body = json.loads(mock_request.calls[0].request.content) + assert request_body == { + "model": "Phi-3-5-vision-instruct-dcvov", + "messages": [ { "role": "user", "content": [ @@ -110,4 +132,7 @@ async def test_azure_ai_with_image_url(): }, ], } - ] + ], + } + + print(f"response: {response}") diff --git a/tests/llm_translation/test_max_completion_tokens.py b/tests/llm_translation/test_max_completion_tokens.py index 6ac681b80..de335a3c5 100644 --- a/tests/llm_translation/test_max_completion_tokens.py +++ b/tests/llm_translation/test_max_completion_tokens.py @@ -13,7 +13,6 @@ load_dotenv() import httpx import pytest from respx import MockRouter -from unittest.mock import patch, MagicMock, AsyncMock import litellm from litellm import Choices, Message, ModelResponse @@ -42,58 +41,56 @@ def return_mocked_response(model: str): "bedrock/mistral.mistral-large-2407-v1:0", ], ) +@pytest.mark.respx @pytest.mark.asyncio() -async def test_bedrock_max_completion_tokens(model: str): +async def test_bedrock_max_completion_tokens(model: str, respx_mock: MockRouter): """ Tests that: - max_completion_tokens is passed as max_tokens to bedrock models """ - from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler - litellm.set_verbose = True - client = AsyncHTTPHandler() - mock_response = return_mocked_response(model) _model = model.split("/")[1] print("\n\nmock_response: ", mock_response) + url = f"https://bedrock-runtime.us-west-2.amazonaws.com/model/{_model}/converse" + mock_request = respx_mock.post(url).mock( + return_value=httpx.Response(200, json=mock_response) + ) - with patch.object(client, "post") as mock_client: - try: - response = await litellm.acompletion( - model=model, - max_completion_tokens=10, - messages=[{"role": "user", "content": "Hello!"}], - client=client, - ) - except Exception as e: - print(f"Error: {e}") + response = await litellm.acompletion( + model=model, + max_completion_tokens=10, + messages=[{"role": "user", "content": "Hello!"}], + ) - mock_client.assert_called_once() - request_body = json.loads(mock_client.call_args.kwargs["data"]) + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) - print("request_body: ", request_body) + print("request_body: ", request_body) - assert request_body == { - "messages": [{"role": "user", "content": [{"text": "Hello!"}]}], - "additionalModelRequestFields": {}, - "system": [], - "inferenceConfig": {"maxTokens": 10}, - } + assert request_body == { + "messages": [{"role": "user", "content": [{"text": "Hello!"}]}], + "additionalModelRequestFields": {}, + "system": [], + "inferenceConfig": {"maxTokens": 10}, + } + print(f"response: {response}") + assert isinstance(response, ModelResponse) @pytest.mark.parametrize( "model", - ["anthropic/claude-3-sonnet-20240229", "anthropic/claude-3-opus-20240229"], + ["anthropic/claude-3-sonnet-20240229", "anthropic/claude-3-opus-20240229,"], ) +@pytest.mark.respx @pytest.mark.asyncio() -async def test_anthropic_api_max_completion_tokens(model: str): +async def test_anthropic_api_max_completion_tokens(model: str, respx_mock: MockRouter): """ Tests that: - max_completion_tokens is passed as max_tokens to anthropic models """ litellm.set_verbose = True - from litellm.llms.custom_httpx.http_handler import HTTPHandler mock_response = { "content": [{"text": "Hi! My name is Claude.", "type": "text"}], @@ -106,32 +103,30 @@ async def test_anthropic_api_max_completion_tokens(model: str): "usage": {"input_tokens": 2095, "output_tokens": 503}, } - client = HTTPHandler() - print("\n\nmock_response: ", mock_response) + url = f"https://api.anthropic.com/v1/messages" + mock_request = respx_mock.post(url).mock( + return_value=httpx.Response(200, json=mock_response) + ) - with patch.object(client, "post") as mock_client: - try: - response = await litellm.acompletion( - model=model, - max_completion_tokens=10, - messages=[{"role": "user", "content": "Hello!"}], - client=client, - ) - except Exception as e: - print(f"Error: {e}") - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs["json"] + response = await litellm.acompletion( + model=model, + max_completion_tokens=10, + messages=[{"role": "user", "content": "Hello!"}], + ) - print("request_body: ", request_body) + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) - assert request_body == { - "messages": [ - {"role": "user", "content": [{"type": "text", "text": "Hello!"}]} - ], - "max_tokens": 10, - "model": model.split("/")[-1], - } + print("request_body: ", request_body) + + assert request_body == { + "messages": [{"role": "user", "content": [{"type": "text", "text": "Hello!"}]}], + "max_tokens": 10, + "model": model.split("/")[-1], + } + print(f"response: {response}") + assert isinstance(response, ModelResponse) def test_all_model_configs(): diff --git a/tests/llm_translation/test_nvidia_nim.py b/tests/llm_translation/test_nvidia_nim.py index ca0374d45..76cb5764c 100644 --- a/tests/llm_translation/test_nvidia_nim.py +++ b/tests/llm_translation/test_nvidia_nim.py @@ -12,78 +12,95 @@ sys.path.insert( import httpx import pytest from respx import MockRouter -from unittest.mock import patch, MagicMock, AsyncMock import litellm from litellm import Choices, Message, ModelResponse, EmbeddingResponse, Usage from litellm import completion -def test_completion_nvidia_nim(): - from openai import OpenAI - +@pytest.mark.respx +def test_completion_nvidia_nim(respx_mock: MockRouter): litellm.set_verbose = True + mock_response = ModelResponse( + id="cmpl-mock", + choices=[Choices(message=Message(content="Mocked response", role="assistant"))], + created=int(datetime.now().timestamp()), + model="databricks/dbrx-instruct", + ) model_name = "nvidia_nim/databricks/dbrx-instruct" - client = OpenAI( - api_key="fake-api-key", - ) - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - completion( - model=model_name, - messages=[ - { - "role": "user", - "content": "What's the weather like in Boston today in Fahrenheit?", - } - ], - presence_penalty=0.5, - frequency_penalty=0.1, - client=client, - ) - except Exception as e: - print(e) + mock_request = respx_mock.post( + "https://integrate.api.nvidia.com/v1/chat/completions" + ).mock(return_value=httpx.Response(200, json=mock_response.dict())) + try: + response = completion( + model=model_name, + messages=[ + { + "role": "user", + "content": "What's the weather like in Boston today in Fahrenheit?", + } + ], + presence_penalty=0.5, + frequency_penalty=0.1, + ) # Add any assertions here to check the response + print(response) + assert response.choices[0].message.content is not None + assert len(response.choices[0].message.content) > 0 - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) print("request_body: ", request_body) - assert request_body["messages"] == [ - { - "role": "user", - "content": "What's the weather like in Boston today in Fahrenheit?", - }, - ] - assert request_body["model"] == "databricks/dbrx-instruct" - assert request_body["frequency_penalty"] == 0.1 - assert request_body["presence_penalty"] == 0.5 + assert request_body == { + "messages": [ + { + "role": "user", + "content": "What's the weather like in Boston today in Fahrenheit?", + } + ], + "model": "databricks/dbrx-instruct", + "frequency_penalty": 0.1, + "presence_penalty": 0.5, + } + except litellm.exceptions.Timeout as e: + pass + except Exception as e: + pytest.fail(f"Error occurred: {e}") -def test_embedding_nvidia_nim(): +def test_embedding_nvidia_nim(respx_mock: MockRouter): litellm.set_verbose = True - from openai import OpenAI - - client = OpenAI( - api_key="fake-api-key", + mock_response = EmbeddingResponse( + model="nvidia_nim/databricks/dbrx-instruct", + data=[ + { + "embedding": [0.1, 0.2, 0.3], + "index": 0, + } + ], + usage=Usage( + prompt_tokens=10, + completion_tokens=0, + total_tokens=10, + ), ) - with patch.object(client.embeddings.with_raw_response, "create") as mock_client: - try: - litellm.embedding( - model="nvidia_nim/nvidia/nv-embedqa-e5-v5", - input="What is the meaning of life?", - input_type="passage", - client=client, - ) - except Exception as e: - print(e) - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs - print("request_body: ", request_body) - assert request_body["input"] == "What is the meaning of life?" - assert request_body["model"] == "nvidia/nv-embedqa-e5-v5" - assert request_body["extra_body"]["input_type"] == "passage" + mock_request = respx_mock.post( + "https://integrate.api.nvidia.com/v1/embeddings" + ).mock(return_value=httpx.Response(200, json=mock_response.dict())) + response = litellm.embedding( + model="nvidia_nim/nvidia/nv-embedqa-e5-v5", + input="What is the meaning of life?", + input_type="passage", + ) + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) + print("request_body: ", request_body) + assert request_body == { + "input": "What is the meaning of life?", + "model": "nvidia/nv-embedqa-e5-v5", + "input_type": "passage", + "encoding_format": "base64", + } diff --git a/tests/llm_translation/test_openai_o1.py b/tests/llm_translation/test_openai_o1.py index 2bb82c6a2..fd4b1ea5a 100644 --- a/tests/llm_translation/test_openai_o1.py +++ b/tests/llm_translation/test_openai_o1.py @@ -2,7 +2,7 @@ import json import os import sys from datetime import datetime -from unittest.mock import AsyncMock, patch, MagicMock +from unittest.mock import AsyncMock sys.path.insert( 0, os.path.abspath("../..") @@ -18,75 +18,87 @@ from litellm import Choices, Message, ModelResponse @pytest.mark.asyncio -async def test_o1_handle_system_role(): +@pytest.mark.respx +async def test_o1_handle_system_role(respx_mock: MockRouter): """ Tests that: - max_tokens is translated to 'max_completion_tokens' - role 'system' is translated to 'user' """ - from openai import AsyncOpenAI - litellm.set_verbose = True - client = AsyncOpenAI(api_key="fake-api-key") + mock_response = ModelResponse( + id="cmpl-mock", + choices=[Choices(message=Message(content="Mocked response", role="assistant"))], + created=int(datetime.now().timestamp()), + model="o1-preview", + ) - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - await litellm.acompletion( - model="o1-preview", - max_tokens=10, - messages=[{"role": "system", "content": "Hello!"}], - client=client, - ) - except Exception as e: - print(f"Error: {e}") + mock_request = respx_mock.post("https://api.openai.com/v1/chat/completions").mock( + return_value=httpx.Response(200, json=mock_response.dict()) + ) - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs + response = await litellm.acompletion( + model="o1-preview", + max_tokens=10, + messages=[{"role": "system", "content": "Hello!"}], + ) - print("request_body: ", request_body) + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) - assert request_body["model"] == "o1-preview" - assert request_body["max_completion_tokens"] == 10 - assert request_body["messages"] == [{"role": "user", "content": "Hello!"}] + print("request_body: ", request_body) + + assert request_body == { + "model": "o1-preview", + "max_completion_tokens": 10, + "messages": [{"role": "user", "content": "Hello!"}], + } + + print(f"response: {response}") + assert isinstance(response, ModelResponse) @pytest.mark.asyncio +@pytest.mark.respx @pytest.mark.parametrize("model", ["gpt-4", "gpt-4-0314", "gpt-4-32k", "o1-preview"]) -async def test_o1_max_completion_tokens(model: str): +async def test_o1_max_completion_tokens(respx_mock: MockRouter, model: str): """ Tests that: - max_completion_tokens is passed directly to OpenAI chat completion models """ - from openai import AsyncOpenAI - litellm.set_verbose = True - client = AsyncOpenAI(api_key="fake-api-key") + mock_response = ModelResponse( + id="cmpl-mock", + choices=[Choices(message=Message(content="Mocked response", role="assistant"))], + created=int(datetime.now().timestamp()), + model=model, + ) - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - await litellm.acompletion( - model=model, - max_completion_tokens=10, - messages=[{"role": "user", "content": "Hello!"}], - client=client, - ) - except Exception as e: - print(f"Error: {e}") + mock_request = respx_mock.post("https://api.openai.com/v1/chat/completions").mock( + return_value=httpx.Response(200, json=mock_response.dict()) + ) - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs + response = await litellm.acompletion( + model=model, + max_completion_tokens=10, + messages=[{"role": "user", "content": "Hello!"}], + ) - print("request_body: ", request_body) + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) - assert request_body["model"] == model - assert request_body["max_completion_tokens"] == 10 - assert request_body["messages"] == [{"role": "user", "content": "Hello!"}] + print("request_body: ", request_body) + + assert request_body == { + "model": model, + "max_completion_tokens": 10, + "messages": [{"role": "user", "content": "Hello!"}], + } + + print(f"response: {response}") + assert isinstance(response, ModelResponse) def test_litellm_responses(): diff --git a/tests/llm_translation/test_openai.py b/tests/llm_translation/test_openai_prediction_param.py similarity index 54% rename from tests/llm_translation/test_openai.py rename to tests/llm_translation/test_openai_prediction_param.py index b07f4c5d2..ebfdf061f 100644 --- a/tests/llm_translation/test_openai.py +++ b/tests/llm_translation/test_openai_prediction_param.py @@ -2,7 +2,7 @@ import json import os import sys from datetime import datetime -from unittest.mock import AsyncMock, patch +from unittest.mock import AsyncMock sys.path.insert( 0, os.path.abspath("../..") @@ -63,7 +63,8 @@ def test_openai_prediction_param(): @pytest.mark.asyncio -async def test_openai_prediction_param_mock(): +@pytest.mark.respx +async def test_openai_prediction_param_mock(respx_mock: MockRouter): """ Tests that prediction parameter is correctly passed to the API """ @@ -91,36 +92,60 @@ async def test_openai_prediction_param_mock(): public string Username { get; set; } } """ - from openai import AsyncOpenAI - client = AsyncOpenAI(api_key="fake-api-key") - - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - await litellm.acompletion( - model="gpt-4o-mini", - messages=[ - { - "role": "user", - "content": "Replace the Username property with an Email property. Respond only with code, and with no markdown formatting.", - }, - {"role": "user", "content": code}, - ], - prediction={"type": "content", "content": code}, - client=client, + mock_response = ModelResponse( + id="chatcmpl-AQ5RmV8GvVSRxEcDxnuXlQnsibiY9", + choices=[ + Choices( + message=Message( + content=code.replace("Username", "Email").replace( + "username", "email" + ), + role="assistant", + ) ) - except Exception as e: - print(f"Error: {e}") + ], + created=int(datetime.now().timestamp()), + model="gpt-4o-mini-2024-07-18", + usage={ + "completion_tokens": 207, + "prompt_tokens": 175, + "total_tokens": 382, + "completion_tokens_details": { + "accepted_prediction_tokens": 0, + "reasoning_tokens": 0, + "rejected_prediction_tokens": 80, + }, + }, + ) - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs + mock_request = respx_mock.post("https://api.openai.com/v1/chat/completions").mock( + return_value=httpx.Response(200, json=mock_response.dict()) + ) - # Verify the request contains the prediction parameter - assert "prediction" in request_body - # verify prediction is correctly sent to the API - assert request_body["prediction"] == {"type": "content", "content": code} + completion = await litellm.acompletion( + model="gpt-4o-mini", + messages=[ + { + "role": "user", + "content": "Replace the Username property with an Email property. Respond only with code, and with no markdown formatting.", + }, + {"role": "user", "content": code}, + ], + prediction={"type": "content", "content": code}, + ) + + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) + + # Verify the request contains the prediction parameter + assert "prediction" in request_body + # verify prediction is correctly sent to the API + assert request_body["prediction"] == {"type": "content", "content": code} + + # Verify the completion tokens details + assert completion.usage.completion_tokens_details.accepted_prediction_tokens == 0 + assert completion.usage.completion_tokens_details.rejected_prediction_tokens == 80 @pytest.mark.asyncio @@ -198,73 +223,3 @@ async def test_openai_prediction_param_with_caching(): ) assert completion_response_3.id != completion_response_1.id - - -@pytest.mark.asyncio() -async def test_vision_with_custom_model(): - """ - Tests that an OpenAI compatible endpoint when sent an image will receive the image in the request - - """ - import base64 - import requests - from openai import AsyncOpenAI - - client = AsyncOpenAI(api_key="fake-api-key") - - litellm.set_verbose = True - api_base = "https://my-custom.api.openai.com" - - # Fetch and encode a test image - url = "https://dummyimage.com/100/100/fff&text=Test+image" - response = requests.get(url) - file_data = response.content - encoded_file = base64.b64encode(file_data).decode("utf-8") - base64_image = f"data:image/png;base64,{encoded_file}" - - with patch.object( - client.chat.completions.with_raw_response, "create" - ) as mock_client: - try: - response = await litellm.acompletion( - model="openai/my-custom-model", - max_tokens=10, - api_base=api_base, # use the mock api - messages=[ - { - "role": "user", - "content": [ - {"type": "text", "text": "What's in this image?"}, - { - "type": "image_url", - "image_url": {"url": base64_image}, - }, - ], - } - ], - client=client, - ) - except Exception as e: - print(f"Error: {e}") - - mock_client.assert_called_once() - request_body = mock_client.call_args.kwargs - - print("request_body: ", request_body) - - assert request_body["messages"] == [ - { - "role": "user", - "content": [ - {"type": "text", "text": "What's in this image?"}, - { - "type": "image_url", - "image_url": { - "url": "data:image/png;base64,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" - }, - }, - ], - }, - ] - assert request_body["model"] == "my-custom-model" - assert request_body["max_tokens"] == 10 diff --git a/tests/llm_translation/test_supports_vision.py b/tests/llm_translation/test_supports_vision.py new file mode 100644 index 000000000..01188d3b9 --- /dev/null +++ b/tests/llm_translation/test_supports_vision.py @@ -0,0 +1,94 @@ +import json +import os +import sys +from datetime import datetime +from unittest.mock import AsyncMock + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the system path + + +import httpx +import pytest +from respx import MockRouter + +import litellm +from litellm import Choices, Message, ModelResponse + + +@pytest.mark.asyncio() +@pytest.mark.respx +async def test_vision_with_custom_model(respx_mock: MockRouter): + """ + Tests that an OpenAI compatible endpoint when sent an image will receive the image in the request + + """ + import base64 + import requests + + litellm.set_verbose = True + api_base = "https://my-custom.api.openai.com" + + # Fetch and encode a test image + url = "https://dummyimage.com/100/100/fff&text=Test+image" + response = requests.get(url) + file_data = response.content + encoded_file = base64.b64encode(file_data).decode("utf-8") + base64_image = f"data:image/png;base64,{encoded_file}" + + mock_response = ModelResponse( + id="cmpl-mock", + choices=[Choices(message=Message(content="Mocked response", role="assistant"))], + created=int(datetime.now().timestamp()), + model="my-custom-model", + ) + + mock_request = respx_mock.post(f"{api_base}/chat/completions").mock( + return_value=httpx.Response(200, json=mock_response.dict()) + ) + + response = await litellm.acompletion( + model="openai/my-custom-model", + max_tokens=10, + api_base=api_base, # use the mock api + messages=[ + { + "role": "user", + "content": [ + {"type": "text", "text": "What's in this image?"}, + { + "type": "image_url", + "image_url": {"url": base64_image}, + }, + ], + } + ], + ) + + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) + + print("request_body: ", request_body) + + assert request_body == { + "messages": [ + { + "role": "user", + "content": [ + {"type": "text", "text": "What's in this image?"}, + { + "type": "image_url", + "image_url": { + "url": "data:image/png;base64,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" + }, + }, + ], + } + ], + "model": "my-custom-model", + "max_tokens": 10, + } + + print(f"response: {response}") + assert isinstance(response, ModelResponse) diff --git a/tests/llm_translation/test_text_completion_unit_tests.py b/tests/llm_translation/test_text_completion_unit_tests.py index ca239ebd4..9d5359a4a 100644 --- a/tests/llm_translation/test_text_completion_unit_tests.py +++ b/tests/llm_translation/test_text_completion_unit_tests.py @@ -6,7 +6,6 @@ from unittest.mock import AsyncMock import pytest import httpx from respx import MockRouter -from unittest.mock import patch, MagicMock, AsyncMock sys.path.insert( 0, os.path.abspath("../..") @@ -69,16 +68,13 @@ def test_convert_dict_to_text_completion_response(): assert response.choices[0].logprobs.top_logprobs == [None, {",": -2.1568563}] -@pytest.mark.skip( - reason="need to migrate huggingface to support httpx client being passed in" -) @pytest.mark.asyncio @pytest.mark.respx -async def test_huggingface_text_completion_logprobs(): +async def test_huggingface_text_completion_logprobs(respx_mock: MockRouter): """Test text completion with Hugging Face, focusing on logprobs structure""" litellm.set_verbose = True - from litellm.llms.custom_httpx.http_handler import HTTPHandler, AsyncHTTPHandler + # Mock the raw response from Hugging Face mock_response = [ { "generated_text": ",\n\nI have a question...", # truncated for brevity @@ -95,48 +91,46 @@ async def test_huggingface_text_completion_logprobs(): } ] - return_val = AsyncMock() + # Mock the API request + mock_request = respx_mock.post( + "https://api-inference.huggingface.co/models/mistralai/Mistral-7B-v0.1" + ).mock(return_value=httpx.Response(200, json=mock_response)) - return_val.json.return_value = mock_response + response = await litellm.atext_completion( + model="huggingface/mistralai/Mistral-7B-v0.1", + prompt="good morning", + ) - client = AsyncHTTPHandler() - with patch.object(client, "post", return_value=return_val) as mock_post: - response = await litellm.atext_completion( - model="huggingface/mistralai/Mistral-7B-v0.1", - prompt="good morning", - client=client, - ) + # Verify the request + assert mock_request.called + request_body = json.loads(mock_request.calls[0].request.content) + assert request_body == { + "inputs": "good morning", + "parameters": {"details": True, "return_full_text": False}, + "stream": False, + } - # Verify the request - mock_post.assert_called_once() - request_body = json.loads(mock_post.call_args.kwargs["data"]) - assert request_body == { - "inputs": "good morning", - "parameters": {"details": True, "return_full_text": False}, - "stream": False, - } + print("response=", response) - print("response=", response) + # Verify response structure + assert isinstance(response, TextCompletionResponse) + assert response.object == "text_completion" + assert response.model == "mistralai/Mistral-7B-v0.1" - # Verify response structure - assert isinstance(response, TextCompletionResponse) - assert response.object == "text_completion" - assert response.model == "mistralai/Mistral-7B-v0.1" + # Verify logprobs structure + choice = response.choices[0] + assert choice.finish_reason == "length" + assert choice.index == 0 + assert isinstance(choice.logprobs.tokens, list) + assert isinstance(choice.logprobs.token_logprobs, list) + assert isinstance(choice.logprobs.text_offset, list) + assert isinstance(choice.logprobs.top_logprobs, list) + assert choice.logprobs.tokens == [",", "\n"] + assert choice.logprobs.token_logprobs == [-1.7626953, -1.7314453] + assert choice.logprobs.text_offset == [0, 1] + assert choice.logprobs.top_logprobs == [{}, {}] - # Verify logprobs structure - choice = response.choices[0] - assert choice.finish_reason == "length" - assert choice.index == 0 - assert isinstance(choice.logprobs.tokens, list) - assert isinstance(choice.logprobs.token_logprobs, list) - assert isinstance(choice.logprobs.text_offset, list) - assert isinstance(choice.logprobs.top_logprobs, list) - assert choice.logprobs.tokens == [",", "\n"] - assert choice.logprobs.token_logprobs == [-1.7626953, -1.7314453] - assert choice.logprobs.text_offset == [0, 1] - assert choice.logprobs.top_logprobs == [{}, {}] - - # Verify usage - assert response.usage["completion_tokens"] > 0 - assert response.usage["prompt_tokens"] > 0 - assert response.usage["total_tokens"] > 0 + # Verify usage + assert response.usage["completion_tokens"] > 0 + assert response.usage["prompt_tokens"] > 0 + assert response.usage["total_tokens"] > 0 diff --git a/tests/llm_translation/test_vertex.py b/tests/llm_translation/test_vertex.py index 425b6f9f4..1ea2514c9 100644 --- a/tests/llm_translation/test_vertex.py +++ b/tests/llm_translation/test_vertex.py @@ -1146,21 +1146,6 @@ def test_process_gemini_image(): mime_type="image/png", file_uri="https://example.com/image.png" ) - # Test HTTPS VIDEO URL - https_result = _process_gemini_image("https://cloud-samples-data/video/animals.mp4") - print("https_result PNG", https_result) - assert https_result["file_data"] == FileDataType( - mime_type="video/mp4", file_uri="https://cloud-samples-data/video/animals.mp4" - ) - - # Test HTTPS PDF URL - https_result = _process_gemini_image("https://cloud-samples-data/pdf/animals.pdf") - print("https_result PDF", https_result) - assert https_result["file_data"] == FileDataType( - mime_type="application/pdf", - file_uri="https://cloud-samples-data/pdf/animals.pdf", - ) - # Test base64 image base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRg..." base64_result = _process_gemini_image(base64_image) diff --git a/tests/local_testing/test_auth_checks.py b/tests/local_testing/test_auth_checks.py index 67b5cf11d..f1683a153 100644 --- a/tests/local_testing/test_auth_checks.py +++ b/tests/local_testing/test_auth_checks.py @@ -95,107 +95,3 @@ async def test_handle_failed_db_connection(): print("_handle_failed_db_connection_for_get_key_object got exception", exc_info) assert str(exc_info.value) == "Failed to connect to DB" - - -@pytest.mark.parametrize( - "model, expect_to_work", - [("openai/gpt-4o-mini", True), ("openai/gpt-4o", False)], -) -@pytest.mark.asyncio -async def test_can_key_call_model(model, expect_to_work): - """ - If wildcard model + specific model is used, choose the specific model settings - """ - from litellm.proxy.auth.auth_checks import can_key_call_model - from fastapi import HTTPException - - llm_model_list = [ - { - "model_name": "openai/*", - "litellm_params": { - "model": "openai/*", - "api_key": "test-api-key", - }, - "model_info": { - "id": "e6e7006f83029df40ebc02ddd068890253f4cd3092bcb203d3d8e6f6f606f30f", - "db_model": False, - "access_groups": ["public-openai-models"], - }, - }, - { - "model_name": "openai/gpt-4o", - "litellm_params": { - "model": "openai/gpt-4o", - "api_key": "test-api-key", - }, - "model_info": { - "id": "0cfcd87f2cb12a783a466888d05c6c89df66db23e01cecd75ec0b83aed73c9ad", - "db_model": False, - "access_groups": ["private-openai-models"], - }, - }, - ] - router = litellm.Router(model_list=llm_model_list) - args = { - "model": model, - "llm_model_list": llm_model_list, - "valid_token": UserAPIKeyAuth( - models=["public-openai-models"], - ), - "llm_router": router, - } - if expect_to_work: - await can_key_call_model(**args) - else: - with pytest.raises(Exception) as e: - await can_key_call_model(**args) - - print(e) - - -@pytest.mark.parametrize( - "model, expect_to_work", - [("openai/gpt-4o", False), ("openai/gpt-4o-mini", True)], -) -@pytest.mark.asyncio -async def test_can_team_call_model(model, expect_to_work): - from litellm.proxy.auth.auth_checks import model_in_access_group - from fastapi import HTTPException - - llm_model_list = [ - { - "model_name": "openai/*", - "litellm_params": { - "model": "openai/*", - "api_key": "test-api-key", - }, - "model_info": { - "id": "e6e7006f83029df40ebc02ddd068890253f4cd3092bcb203d3d8e6f6f606f30f", - "db_model": False, - "access_groups": ["public-openai-models"], - }, - }, - { - "model_name": "openai/gpt-4o", - "litellm_params": { - "model": "openai/gpt-4o", - "api_key": "test-api-key", - }, - "model_info": { - "id": "0cfcd87f2cb12a783a466888d05c6c89df66db23e01cecd75ec0b83aed73c9ad", - "db_model": False, - "access_groups": ["private-openai-models"], - }, - }, - ] - router = litellm.Router(model_list=llm_model_list) - - args = { - "model": model, - "team_models": ["public-openai-models"], - "llm_router": router, - } - if expect_to_work: - assert model_in_access_group(**args) - else: - assert not model_in_access_group(**args) diff --git a/tests/local_testing/test_azure_openai.py b/tests/local_testing/test_azure_openai.py index fa4226b14..e82419c17 100644 --- a/tests/local_testing/test_azure_openai.py +++ b/tests/local_testing/test_azure_openai.py @@ -33,7 +33,7 @@ from litellm.router import Router @pytest.mark.asyncio() @pytest.mark.respx() -async def test_aaaaazure_tenant_id_auth(respx_mock: MockRouter): +async def test_azure_tenant_id_auth(respx_mock: MockRouter): """ Tests when we set tenant_id, client_id, client_secret they don't get sent with the request diff --git a/tests/local_testing/test_azure_perf.py b/tests/local_testing/test_azure_perf.py index b7d7abd55..8afc59f92 100644 --- a/tests/local_testing/test_azure_perf.py +++ b/tests/local_testing/test_azure_perf.py @@ -1,128 +1,128 @@ -# #### What this tests #### -# # This adds perf testing to the router, to ensure it's never > 50ms slower than the azure-openai sdk. -# import sys, os, time, inspect, asyncio, traceback -# from datetime import datetime -# import pytest +#### What this tests #### +# This adds perf testing to the router, to ensure it's never > 50ms slower than the azure-openai sdk. +import sys, os, time, inspect, asyncio, traceback +from datetime import datetime +import pytest -# sys.path.insert(0, os.path.abspath("../..")) -# import openai, litellm, uuid -# from openai import AsyncAzureOpenAI +sys.path.insert(0, os.path.abspath("../..")) +import openai, litellm, uuid +from openai import AsyncAzureOpenAI -# client = AsyncAzureOpenAI( -# api_key=os.getenv("AZURE_API_KEY"), -# azure_endpoint=os.getenv("AZURE_API_BASE"), # type: ignore -# api_version=os.getenv("AZURE_API_VERSION"), -# ) +client = AsyncAzureOpenAI( + api_key=os.getenv("AZURE_API_KEY"), + azure_endpoint=os.getenv("AZURE_API_BASE"), # type: ignore + api_version=os.getenv("AZURE_API_VERSION"), +) -# model_list = [ -# { -# "model_name": "azure-test", -# "litellm_params": { -# "model": "azure/chatgpt-v-2", -# "api_key": os.getenv("AZURE_API_KEY"), -# "api_base": os.getenv("AZURE_API_BASE"), -# "api_version": os.getenv("AZURE_API_VERSION"), -# }, -# } -# ] +model_list = [ + { + "model_name": "azure-test", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "api_key": os.getenv("AZURE_API_KEY"), + "api_base": os.getenv("AZURE_API_BASE"), + "api_version": os.getenv("AZURE_API_VERSION"), + }, + } +] -# router = litellm.Router(model_list=model_list) # type: ignore +router = litellm.Router(model_list=model_list) # type: ignore -# async def _openai_completion(): -# try: -# start_time = time.time() -# response = await client.chat.completions.create( -# model="chatgpt-v-2", -# messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}], -# stream=True, -# ) -# time_to_first_token = None -# first_token_ts = None -# init_chunk = None -# async for chunk in response: -# if ( -# time_to_first_token is None -# and len(chunk.choices) > 0 -# and chunk.choices[0].delta.content is not None -# ): -# first_token_ts = time.time() -# time_to_first_token = first_token_ts - start_time -# init_chunk = chunk -# end_time = time.time() -# print( -# "OpenAI Call: ", -# init_chunk, -# start_time, -# first_token_ts, -# time_to_first_token, -# end_time, -# ) -# return time_to_first_token -# except Exception as e: -# print(e) -# return None +async def _openai_completion(): + try: + start_time = time.time() + response = await client.chat.completions.create( + model="chatgpt-v-2", + messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}], + stream=True, + ) + time_to_first_token = None + first_token_ts = None + init_chunk = None + async for chunk in response: + if ( + time_to_first_token is None + and len(chunk.choices) > 0 + and chunk.choices[0].delta.content is not None + ): + first_token_ts = time.time() + time_to_first_token = first_token_ts - start_time + init_chunk = chunk + end_time = time.time() + print( + "OpenAI Call: ", + init_chunk, + start_time, + first_token_ts, + time_to_first_token, + end_time, + ) + return time_to_first_token + except Exception as e: + print(e) + return None -# async def _router_completion(): -# try: -# start_time = time.time() -# response = await router.acompletion( -# model="azure-test", -# messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}], -# stream=True, -# ) -# time_to_first_token = None -# first_token_ts = None -# init_chunk = None -# async for chunk in response: -# if ( -# time_to_first_token is None -# and len(chunk.choices) > 0 -# and chunk.choices[0].delta.content is not None -# ): -# first_token_ts = time.time() -# time_to_first_token = first_token_ts - start_time -# init_chunk = chunk -# end_time = time.time() -# print( -# "Router Call: ", -# init_chunk, -# start_time, -# first_token_ts, -# time_to_first_token, -# end_time - first_token_ts, -# ) -# return time_to_first_token -# except Exception as e: -# print(e) -# return None +async def _router_completion(): + try: + start_time = time.time() + response = await router.acompletion( + model="azure-test", + messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}], + stream=True, + ) + time_to_first_token = None + first_token_ts = None + init_chunk = None + async for chunk in response: + if ( + time_to_first_token is None + and len(chunk.choices) > 0 + and chunk.choices[0].delta.content is not None + ): + first_token_ts = time.time() + time_to_first_token = first_token_ts - start_time + init_chunk = chunk + end_time = time.time() + print( + "Router Call: ", + init_chunk, + start_time, + first_token_ts, + time_to_first_token, + end_time - first_token_ts, + ) + return time_to_first_token + except Exception as e: + print(e) + return None -# async def test_azure_completion_streaming(): -# """ -# Test azure streaming call - measure on time to first (non-null) token. -# """ -# n = 3 # Number of concurrent tasks -# ## OPENAI AVG. TIME -# tasks = [_openai_completion() for _ in range(n)] -# chat_completions = await asyncio.gather(*tasks) -# successful_completions = [c for c in chat_completions if c is not None] -# total_time = 0 -# for item in successful_completions: -# total_time += item -# avg_openai_time = total_time / 3 -# ## ROUTER AVG. TIME -# tasks = [_router_completion() for _ in range(n)] -# chat_completions = await asyncio.gather(*tasks) -# successful_completions = [c for c in chat_completions if c is not None] -# total_time = 0 -# for item in successful_completions: -# total_time += item -# avg_router_time = total_time / 3 -# ## COMPARE -# print(f"avg_router_time: {avg_router_time}; avg_openai_time: {avg_openai_time}") -# assert avg_router_time < avg_openai_time + 0.5 +async def test_azure_completion_streaming(): + """ + Test azure streaming call - measure on time to first (non-null) token. + """ + n = 3 # Number of concurrent tasks + ## OPENAI AVG. TIME + tasks = [_openai_completion() for _ in range(n)] + chat_completions = await asyncio.gather(*tasks) + successful_completions = [c for c in chat_completions if c is not None] + total_time = 0 + for item in successful_completions: + total_time += item + avg_openai_time = total_time / 3 + ## ROUTER AVG. TIME + tasks = [_router_completion() for _ in range(n)] + chat_completions = await asyncio.gather(*tasks) + successful_completions = [c for c in chat_completions if c is not None] + total_time = 0 + for item in successful_completions: + total_time += item + avg_router_time = total_time / 3 + ## COMPARE + print(f"avg_router_time: {avg_router_time}; avg_openai_time: {avg_openai_time}") + assert avg_router_time < avg_openai_time + 0.5 -# # asyncio.run(test_azure_completion_streaming()) +# asyncio.run(test_azure_completion_streaming()) diff --git a/tests/local_testing/test_exceptions.py b/tests/local_testing/test_exceptions.py index 18f732378..67c36928f 100644 --- a/tests/local_testing/test_exceptions.py +++ b/tests/local_testing/test_exceptions.py @@ -1146,9 +1146,7 @@ async def test_exception_with_headers_httpx( except litellm.RateLimitError as e: exception_raised = True - assert ( - e.litellm_response_headers is not None - ), "litellm_response_headers is None" + assert e.litellm_response_headers is not None print("e.litellm_response_headers", e.litellm_response_headers) assert int(e.litellm_response_headers["retry-after"]) == cooldown_time diff --git a/tests/otel_tests/test_guardrails.py b/tests/otel_tests/test_guardrails.py index 12d9d1c38..342ce33b9 100644 --- a/tests/otel_tests/test_guardrails.py +++ b/tests/otel_tests/test_guardrails.py @@ -212,7 +212,7 @@ async def test_bedrock_guardrail_triggered(): session, "sk-1234", model="fake-openai-endpoint", - messages=[{"role": "user", "content": "Hello do you like coffee?"}], + messages=[{"role": "user", "content": f"Hello do you like coffee?"}], guardrails=["bedrock-pre-guard"], ) pytest.fail("Should have thrown an exception") diff --git a/tests/proxy_admin_ui_tests/test_key_management.py b/tests/proxy_admin_ui_tests/test_key_management.py index 7a2764e3f..d0b1ab294 100644 --- a/tests/proxy_admin_ui_tests/test_key_management.py +++ b/tests/proxy_admin_ui_tests/test_key_management.py @@ -693,47 +693,3 @@ def test_personal_key_generation_check(): ), data=GenerateKeyRequest(), ) - - -def test_prepare_metadata_fields(): - from litellm.proxy.management_endpoints.key_management_endpoints import ( - prepare_metadata_fields, - ) - - new_metadata = {"test": "new"} - old_metadata = {"test": "test"} - - args = { - "data": UpdateKeyRequest( - key_alias=None, - duration=None, - models=[], - spend=None, - max_budget=None, - user_id=None, - team_id=None, - max_parallel_requests=None, - metadata=new_metadata, - tpm_limit=None, - rpm_limit=None, - budget_duration=None, - allowed_cache_controls=[], - soft_budget=None, - config={}, - permissions={}, - model_max_budget={}, - send_invite_email=None, - model_rpm_limit=None, - model_tpm_limit=None, - guardrails=None, - blocked=None, - aliases={}, - key="sk-1qGQUJJTcljeaPfzgWRrXQ", - tags=None, - ), - "non_default_values": {"metadata": new_metadata}, - "existing_metadata": {"tags": None, **old_metadata}, - } - - non_default_values = prepare_metadata_fields(**args) - assert non_default_values == {"metadata": new_metadata} diff --git a/tests/proxy_unit_tests/test_key_generate_prisma.py b/tests/proxy_unit_tests/test_key_generate_prisma.py index e1720654b..26d37a772 100644 --- a/tests/proxy_unit_tests/test_key_generate_prisma.py +++ b/tests/proxy_unit_tests/test_key_generate_prisma.py @@ -1345,8 +1345,17 @@ def test_generate_and_update_key(prisma_client): ) current_time = datetime.now(timezone.utc) + print( + "days between now and budget_reset_at", + (budget_reset_at - current_time).days, + ) # assert budget_reset_at is 30 days from now - assert 31 >= (budget_reset_at - current_time).days >= 29 + assert ( + abs( + (budget_reset_at - current_time).total_seconds() - 30 * 24 * 60 * 60 + ) + <= 10 + ) # cleanup - delete key delete_key_request = KeyRequest(keys=[generated_key]) @@ -2917,6 +2926,7 @@ async def test_generate_key_with_model_tpm_limit(prisma_client): "team": "litellm-team3", "model_tpm_limit": {"gpt-4": 100}, "model_rpm_limit": {"gpt-4": 2}, + "tags": None, } # Update model tpm_limit and rpm_limit @@ -2940,6 +2950,7 @@ async def test_generate_key_with_model_tpm_limit(prisma_client): "team": "litellm-team3", "model_tpm_limit": {"gpt-4": 200}, "model_rpm_limit": {"gpt-4": 3}, + "tags": None, } @@ -2979,6 +2990,7 @@ async def test_generate_key_with_guardrails(prisma_client): assert result["info"]["metadata"] == { "team": "litellm-team3", "guardrails": ["aporia-pre-call"], + "tags": None, } # Update model tpm_limit and rpm_limit @@ -3000,6 +3012,7 @@ async def test_generate_key_with_guardrails(prisma_client): assert result["info"]["metadata"] == { "team": "litellm-team3", "guardrails": ["aporia-pre-call", "aporia-post-call"], + "tags": None, } diff --git a/tests/proxy_unit_tests/test_proxy_utils.py b/tests/proxy_unit_tests/test_proxy_utils.py index 6de47b6ee..1df6b82ed 100644 --- a/tests/proxy_unit_tests/test_proxy_utils.py +++ b/tests/proxy_unit_tests/test_proxy_utils.py @@ -444,7 +444,7 @@ def test_foward_litellm_user_info_to_backend_llm_call(): def test_update_internal_user_params(): from litellm.proxy.management_endpoints.internal_user_endpoints import ( - _update_internal_new_user_params, + _update_internal_user_params, ) from litellm.proxy._types import NewUserRequest @@ -456,7 +456,7 @@ def test_update_internal_user_params(): data = NewUserRequest(user_role="internal_user", user_email="krrish3@berri.ai") data_json = data.model_dump() - updated_data_json = _update_internal_new_user_params(data_json, data) + updated_data_json = _update_internal_user_params(data_json, data) assert updated_data_json["models"] == litellm.default_internal_user_params["models"] assert ( updated_data_json["max_budget"] @@ -530,7 +530,7 @@ def test_prepare_key_update_data(): data = UpdateKeyRequest(key="test_key", metadata=None) updated_data = prepare_key_update_data(data, existing_key_row) - assert updated_data["metadata"] is None + assert updated_data["metadata"] == None @pytest.mark.parametrize( diff --git a/tests/test_keys.py b/tests/test_keys.py index eaf9369d8..a569634bc 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -300,7 +300,6 @@ async def test_key_update(metadata): get_key=key, metadata=metadata, ) - print(f"updated_key['metadata']: {updated_key['metadata']}") assert updated_key["metadata"] == metadata await update_proxy_budget(session=session) # resets proxy spend await chat_completion(session=session, key=key) diff --git a/tests/test_spend_logs.py b/tests/test_spend_logs.py index 4b0c357f3..a5db51a88 100644 --- a/tests/test_spend_logs.py +++ b/tests/test_spend_logs.py @@ -114,7 +114,7 @@ async def test_spend_logs(): async def get_predict_spend_logs(session): - url = "http://0.0.0.0:4000/global/predict/spend/logs" + url = f"http://0.0.0.0:4000/global/predict/spend/logs" headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} data = { "data": [ @@ -155,7 +155,6 @@ async def get_spend_report(session, start_date, end_date): return await response.json() -@pytest.mark.skip(reason="datetime in ci/cd gets set weirdly") @pytest.mark.asyncio async def test_get_predicted_spend_logs(): """