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Merge pull request #2223 from BerriAI/litellm_clickhouse_create_table_views
[FEAT] Clickhouse - Create Analytics Tables
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commit
89af1fbe47
3 changed files with 144 additions and 1 deletions
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@ -110,3 +110,138 @@ async def view_spend_logs_from_clickhouse(
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"log_count": num_rows,
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}
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return response_data
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def _create_clickhouse_material_views(client=None, table_names=[]):
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# Create Materialized Views if they don't exist
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# Materialized Views send new inserted rows to the aggregate tables
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verbose_logger.debug("Clickhouse: Creating Materialized Views")
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if "daily_aggregated_spend_per_model_mv" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_per_model_mv")
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client.command(
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"""
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CREATE MATERIALIZED VIEW daily_aggregated_spend_per_model_mv
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TO daily_aggregated_spend_per_model
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AS
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SELECT
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toDate(startTime) as day,
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sumState(spend) AS DailySpend,
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model as model
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FROM spend_logs
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GROUP BY
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day, model
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"""
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)
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if "daily_aggregated_spend_per_api_key_mv" not in table_names:
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verbose_logger.debug(
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"Clickhouse: Creating daily_aggregated_spend_per_api_key_mv"
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)
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client.command(
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"""
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CREATE MATERIALIZED VIEW daily_aggregated_spend_per_api_key_mv
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TO daily_aggregated_spend_per_api_key
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AS
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SELECT
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toDate(startTime) as day,
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sumState(spend) AS DailySpend,
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api_key as api_key
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FROM spend_logs
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GROUP BY
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day, api_key
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"""
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)
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if "daily_aggregated_spend_per_user_mv" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_per_user_mv")
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client.command(
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"""
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CREATE MATERIALIZED VIEW daily_aggregated_spend_per_user_mv
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TO daily_aggregated_spend_per_user
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AS
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SELECT
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toDate(startTime) as day,
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sumState(spend) AS DailySpend,
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user as user
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FROM spend_logs
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GROUP BY
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day, user
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"""
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)
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if "daily_aggregated_spend_mv" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_mv")
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client.command(
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"""
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CREATE MATERIALIZED VIEW daily_aggregated_spend_mv
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TO daily_aggregated_spend
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AS
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SELECT
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toDate(startTime) as day,
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sumState(spend) AS DailySpend
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FROM spend_logs
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GROUP BY
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day
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"""
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)
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def _create_clickhouse_aggregate_tables(client=None, table_names=[]):
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# Basic Logging works without this - this is only used for low latency reporting apis
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verbose_logger.debug("Clickhouse: Creating Aggregate Tables")
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# Create Aggregeate Tables if they don't exist
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if "daily_aggregated_spend_per_model" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_per_model")
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client.command(
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"""
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CREATE TABLE daily_aggregated_spend_per_model
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(
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`day` Date,
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`DailySpend` AggregateFunction(sum, Float64),
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`model` String
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)
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ENGINE = SummingMergeTree()
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ORDER BY (day, model);
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"""
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)
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if "daily_aggregated_spend_per_api_key" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_per_api_key")
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client.command(
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"""
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CREATE TABLE daily_aggregated_spend_per_api_key
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(
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`day` Date,
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`DailySpend` AggregateFunction(sum, Float64),
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`api_key` String
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)
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ENGINE = SummingMergeTree()
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ORDER BY (day, api_key);
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"""
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)
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if "daily_aggregated_spend_per_user" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend_per_user")
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client.command(
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"""
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CREATE TABLE daily_aggregated_spend_per_user
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(
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`day` Date,
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`DailySpend` AggregateFunction(sum, Float64),
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`user` String
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)
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ENGINE = SummingMergeTree()
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ORDER BY (day, user);
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"""
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)
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if "daily_aggregated_spend" not in table_names:
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verbose_logger.debug("Clickhouse: Creating daily_aggregated_spend")
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client.command(
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"""
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CREATE TABLE daily_aggregated_spend
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(
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`day` Date,
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`DailySpend` AggregateFunction(sum, Float64),
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)
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ENGINE = SummingMergeTree()
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ORDER BY (day);
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"""
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)
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return
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@ -86,6 +86,14 @@ def _start_clickhouse():
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response = client.query("DESCRIBE default.spend_logs")
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verbose_logger.debug(f"spend logs schema ={response.result_rows}")
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# RUN Enterprise Clickhouse Setup
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# TLDR: For Enterprise - we create views / aggregate tables for low latency reporting APIs
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from litellm.proxy.enterprise.utils import _create_clickhouse_aggregate_tables
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from litellm.proxy.enterprise.utils import _create_clickhouse_material_views
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_create_clickhouse_aggregate_tables(client=client, table_names=table_names)
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_create_clickhouse_material_views(client=client, table_names=table_names)
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class ClickhouseLogger:
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# Class variables or attributes
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@ -43,7 +43,7 @@ model_list:
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api_key: os.environ/OPENAI_API_KEY
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litellm_settings:
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fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}]
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success_callback: ['langfuse']
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success_callback: ['clickhouse', 'langfuse']
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# setting callback class
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# callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance]
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