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fix(observability): replace O(N*sqrt(N)) histogram join with O(N) width_bucket #3867

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Merged
junaway merged 6 commits into from
Mar 2, 2026
+141 −68
Merged

fix(observability): replace O(N*sqrt(N)) histogram join with O(N) width_bucket #3867

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0c4265e
docs(api): update API reference from production OpenAPI spec
github-actions[bot] Feb 28, 2026
3a362d0
Merge pull request #3865 from Agenta-AI/automated/update-api-docs
mmabrouk Feb 28, 2026
57c6eb4
fix(observability): replace O(N*sqrt(N)) histogram nested-loop with O…
mmabrouk Mar 1, 2026
cafbb84
refactor: deduplicate bin_width formula, guard against bins <= 0
mmabrouk Mar 1, 2026
847853c
fix: preserve exact bin boundaries with LEAST clamp instead of epsilo…
mmabrouk Mar 1, 2026
df80af8
Merge branch 'release/v0.87.2' into fix/histogram-width-bucket
junaway Mar 2, 2026
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195 changes: 134 additions & 61 deletions api/oss/src/dbs/postgres/tracing/utils.py
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Original file line number Diff line number Diff line change
Expand Up @@ -1284,9 +1284,16 @@ def build_numeric_continuous_blocks(
(cont_minmax.c.vmax_opt.isnot(None), cast(cont_minmax.c.vmax_opt, Numeric)),
else_=cont_minmax.c.vmax,
)
chosen_bins = case(
(cont_minmax.c.bins_opt.isnot(None), cast(cont_minmax.c.bins_opt, Integer)),
else_=cast(func.ceil(func.sqrt(cast(cont_minmax.c.n, Numeric))), Integer),
# Guard against bins <= 0 (pre-existing: MetricSpec.bins has no lower bound).
chosen_bins = func.greatest(
case(
(
cont_minmax.c.bins_opt.isnot(None),
cast(cont_minmax.c.bins_opt, Integer),
),
else_=cast(func.ceil(func.sqrt(cast(cont_minmax.c.n, Numeric))), Integer),
),
literal(1, type_=Integer),
)

cont_bins = (
Expand All @@ -1308,83 +1315,149 @@ def build_numeric_continuous_blocks(
).cte("cont_bins")

# -------------------------------------------------
# 7. Bin series & intervals (precompute is_last_bin)
# 7. Assign each row a bin via width_bucket (O(1) per row)
# -------------------------------------------------
cont_bin_series = (
func.generate_series(1, cont_bins.c.bins)
.table_valued("bin")
.render_derived(name="cont_bin_series")
)
# width_bucket(value, vmin, vmax, bins) returns 1..bins for values
# in [vmin, vmax). Values exactly equal to vmax land in bin (bins+1),
# so we nudge the upper bound by a tiny epsilon to keep them inside.
# This replaces the previous generate_series + nested-loop-join approach
# which was O(N * sqrt(N)).

# To handle edge vs center alignment:
# edge=True (default): bins span [vmin, vmax] evenly.
# edge=False: bin centers span [vmin, vmax]; edges extend
# by half a bin-width on each side.
# In both cases width_bucket operates on an adjusted range so that the
# bin assignment is correct.

is_edge_aligned = cont_bins.c.edge.is_(None) | cont_bins.c.edge.is_(True)

bin_width = case(
(is_edge_aligned, (cont_bins.c.vmax - cont_bins.c.vmin) / cont_bins.c.bins),
else_=(cont_bins.c.vmax - cont_bins.c.vmin) / (cont_bins.c.bins - 1),
# For edge-aligned: range is [vmin, vmax], width = (vmax-vmin)/bins
# For center-aligned: range is [vmin - w/2, vmax + w/2]
# where w = (vmax-vmin)/(bins-1)
edge_width = (cont_bins.c.vmax - cont_bins.c.vmin) / cont_bins.c.bins
center_width = case(
(
cont_bins.c.bins > 1,
(cont_bins.c.vmax - cont_bins.c.vmin) / (cont_bins.c.bins - 1),
),
else_=cast(0, Numeric),
)

bin_intervals = (
select(
cont_bins.c.timestamp,
cont_bins.c.idx,
cont_bin_series.c.bin,
(cont_bin_series.c.bin == cont_bins.c.bins).label("is_last_bin"),
case(
(cont_bin_series.c.bin == literal(1, Integer), cont_bins.c.vmin),
else_=case(
(
is_edge_aligned,
cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width,
),
else_=(cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width)
- (bin_width / 2),
),
).label("interval_start"),
# width_bucket requires lo < hi. We only add epsilon when vmin == vmax
# (degenerate single-value case). For the normal case we keep wb_hi ==
# vmax so that internal bin boundaries stay exact, and clamp the overflow
# bucket (bins+1, where values == vmax land) back to the last bin via
# LEAST. This preserves the original [start, end) half-open semantics
# and avoids shifting boundary values for integer-valued metrics.
_ABS_EPS = cast(literal(1e-9), Numeric)

_is_degenerate = cont_bins.c.vmin == cont_bins.c.vmax

wb_lo = case(
(is_edge_aligned, cont_bins.c.vmin),
else_=cont_bins.c.vmin - center_width / 2,
)
wb_hi = case(
(
is_edge_aligned,
case(
(cont_bin_series.c.bin == cont_bins.c.bins, cont_bins.c.vmax),
else_=case(
(
is_edge_aligned,
cont_bins.c.vmin + cont_bin_series.c.bin * bin_width,
),
else_=(cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width)
+ (bin_width / 2),
(_is_degenerate, cont_bins.c.vmax + _ABS_EPS),
else_=cont_bins.c.vmax,
),
),
else_=case(
(_is_degenerate, cont_bins.c.vmax + _ABS_EPS),
else_=cont_bins.c.vmax + center_width / 2,
),
)

cont_bucketed = (
select(
cont_raw.c.timestamp,
cont_raw.c.idx,
# Clamp overflow bucket (bins+1) to the last bin so that values
# exactly equal to vmax are counted in bin N, not lost.
func.least(
func.width_bucket(
cont_raw.c.value,
wb_lo,
wb_hi,
cont_bins.c.bins,
),
).label("interval_end"),
).select_from(cont_bins.join(cont_bin_series, literal(True)))
).cte("bin_intervals")
cont_bins.c.bins,
).label("bin"),
).select_from(
cont_raw.join(
cont_bins,
(cont_raw.c.timestamp == cont_bins.c.timestamp)
& (cont_raw.c.idx == cont_bins.c.idx),
)
)
).cte("cont_bucketed")

# -------------------------------------------------
# 8. Bin counts (use is_last_bin for <= on last bin)
# 8. Bin counts via GROUP BY (O(N) scan)
# -------------------------------------------------
cont_bin_counts = (
select(
cont_raw.c.timestamp,
cont_raw.c.idx,
bin_intervals.c.bin,
cont_bucketed.c.timestamp,
cont_bucketed.c.idx,
cont_bucketed.c.bin,
func.count().label("count"),
).group_by(
cont_bucketed.c.timestamp,
cont_bucketed.c.idx,
cont_bucketed.c.bin,
)
.select_from(
cont_raw.join(
bin_intervals,
(cont_raw.c.timestamp == bin_intervals.c.timestamp)
& (cont_raw.c.idx == bin_intervals.c.idx)
& (cont_raw.c.value >= bin_intervals.c.interval_start)
& case(
(
bin_intervals.c.is_last_bin,
cont_raw.c.value <= bin_intervals.c.interval_end,
),
else_=(cont_raw.c.value < bin_intervals.c.interval_end),
),
)
)
.group_by(cont_raw.c.timestamp, cont_raw.c.idx, bin_intervals.c.bin)
).cte("cont_bin_counts")

# -------------------------------------------------
# 9. Full histogram (includes empty bins)
# 9. Full histogram with interval boundaries
# -------------------------------------------------
# Generate the full bin series so that empty bins appear in the output.
cont_bin_series = (
func.generate_series(1, cont_bins.c.bins)
.table_valued("bin")
.render_derived(name="cont_bin_series")
)

# Reuse the widths computed in step 7 for interval boundaries.
bin_width = case(
(is_edge_aligned, edge_width),
else_=center_width,
)

interval_start = case(
(cont_bin_series.c.bin == literal(1, Integer), cont_bins.c.vmin),
else_=case(
(
is_edge_aligned,
cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width,
),
else_=(cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width)
- (bin_width / 2),
),
)
interval_end = case(
(cont_bin_series.c.bin == cont_bins.c.bins, cont_bins.c.vmax),
else_=case(
(is_edge_aligned, cont_bins.c.vmin + cont_bin_series.c.bin * bin_width),
else_=(cont_bins.c.vmin + (cont_bin_series.c.bin - 1) * bin_width)
+ (bin_width / 2),
),
)

bin_intervals = (
select(
cont_bins.c.timestamp,
cont_bins.c.idx,
cont_bin_series.c.bin,
interval_start.label("interval_start"),
interval_end.label("interval_end"),
).select_from(cont_bins.join(cont_bin_series, literal(True)))
).cte("bin_intervals")

full_hist = (
select(
bin_intervals.c.timestamp,
Expand Down
4 changes: 2 additions & 2 deletions docs/docs/reference/api/create-workspace.api.mdx
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@ description: "Create Workspace"
sidebar_label: "Create Workspace"
hide_title: true
hide_table_of_contents: true
api: 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
api: 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
sidebar_class_name: "post api-method"
info_path: reference/api/agenta-api
custom_edit_url: null
Expand Down Expand Up @@ -62,7 +62,7 @@ Create Workspace
<StatusCodes
id={undefined}
label={undefined}
responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"created_at":{"type":"string","title":"Created At","default":"2026-02-26 23:57:12.151257+00:00"},"updated_at":{"type":"string","title":"Updated At","default":"2026-02-26 23:57:12.151295+00:00"},"id":{"type":"string","title":"Id"},"name":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Name"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"organization":{"type":"string","title":"Organization"},"members":{"anyOf":[{"items":{"properties":{"user":{"additionalProperties":true,"type":"object","title":"User"},"roles":{"items":{"properties":{"role_name":{"type":"string","enum":["owner","viewer","editor","evaluator","workspace_admin","deployment_manager"],"title":"WorkspaceRole"},"role_description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Role Description"},"permissions":{"anyOf":[{"items":{"type":"string","enum":["read_system","view_applications","edit_application","create_app_variant","delete_app_variant","modify_variant_configurations","delete_application_variant","run_service","view_secret","edit_secret","view_spans","edit_spans","view_folders","edit_folders","view_api_keys","edit_api_keys","view_app_environment_deployment","edit_app_environment_deployment","create_app_environment_deployment","view_testset","edit_testset","create_testset","delete_testset","view_evaluation","run_evaluations","edit_evaluation","create_evaluation","delete_evaluation","deploy_application","view_workspace","edit_workspace","create_workspace","delete_workspace","modify_user_roles","add_new_user_to_workspace","edit_organization","delete_organization","add_new_user_to_organization","reset_password","view_billing","edit_billing","view_workflows","edit_workflows","run_workflows","view_evaluators","edit_evaluators","view_environments","edit_environments","deploy_environments","view_queries","edit_queries","view_testsets","edit_testsets","view_annotations","edit_annotations","view_invocations","edit_invocations","view_evaluation_runs","edit_evaluation_runs","view_evaluation_scenarios","edit_evaluation_scenarios","view_evaluation_results","edit_evaluation_results","view_evaluation_metrics","edit_evaluation_metrics","view_evaluation_queues","edit_evaluation_queues","view_tools","edit_tools","run_tools"],"title":"Permission"},"type":"array"},{"type":"null"}],"title":"Permissions"}},"type":"object","required":["role_name"],"title":"WorkspacePermission"},"type":"array","title":"Roles"}},"type":"object","required":["user","roles"],"title":"WorkspaceMemberResponse"},"type":"array"},{"type":"null"}],"title":"Members"}},"type":"object","required":["id","type","organization"],"title":"WorkspaceResponse"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"},"input":{"title":"Input"},"ctx":{"type":"object","title":"Context"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"created_at":{"type":"string","title":"Created At","default":"2026-02-28 03:08:53.382409+00:00"},"updated_at":{"type":"string","title":"Updated At","default":"2026-02-28 03:08:53.382442+00:00"},"id":{"type":"string","title":"Id"},"name":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Name"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"organization":{"type":"string","title":"Organization"},"members":{"anyOf":[{"items":{"properties":{"user":{"additionalProperties":true,"type":"object","title":"User"},"roles":{"items":{"properties":{"role_name":{"type":"string","enum":["owner","viewer","editor","evaluator","workspace_admin","deployment_manager"],"title":"WorkspaceRole"},"role_description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Role Description"},"permissions":{"anyOf":[{"items":{"type":"string","enum":["read_system","view_applications","edit_application","create_app_variant","delete_app_variant","modify_variant_configurations","delete_application_variant","run_service","view_secret","edit_secret","view_spans","edit_spans","view_folders","edit_folders","view_api_keys","edit_api_keys","view_app_environment_deployment","edit_app_environment_deployment","create_app_environment_deployment","view_testset","edit_testset","create_testset","delete_testset","view_evaluation","run_evaluations","edit_evaluation","create_evaluation","delete_evaluation","deploy_application","view_workspace","edit_workspace","create_workspace","delete_workspace","modify_user_roles","add_new_user_to_workspace","edit_organization","delete_organization","add_new_user_to_organization","reset_password","view_billing","edit_billing","view_workflows","edit_workflows","run_workflows","view_evaluators","edit_evaluators","view_environments","edit_environments","deploy_environments","view_queries","edit_queries","view_testsets","edit_testsets","view_annotations","edit_annotations","view_invocations","edit_invocations","view_evaluation_runs","edit_evaluation_runs","view_evaluation_scenarios","edit_evaluation_scenarios","view_evaluation_results","edit_evaluation_results","view_evaluation_metrics","edit_evaluation_metrics","view_evaluation_queues","edit_evaluation_queues","view_tools","edit_tools","run_tools"],"title":"Permission"},"type":"array"},{"type":"null"}],"title":"Permissions"}},"type":"object","required":["role_name"],"title":"WorkspacePermission"},"type":"array","title":"Roles"}},"type":"object","required":["user","roles"],"title":"WorkspaceMemberResponse"},"type":"array"},{"type":"null"}],"title":"Members"}},"type":"object","required":["id","type","organization"],"title":"WorkspaceResponse"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"},"input":{"title":"Input"},"ctx":{"type":"object","title":"Context"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
>

</StatusCodes>
Expand Down
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