Add metrics endpoint and basic request metrics otel based
Resolves https://github.com/ollama/ollama/issues/3144
This pull request is to add /metrics endpoint and http metrics as a starting point. It uses otel metrics libary and exposes metrics in prometheus format.
This PR does not try to cover all metrics to keep it simple. If this looks good. I could add few more that will be useful.
How to test: once Ollama server is running pull a model and list(or any other Ollama actions)
curl http://127.0.0.1:11434/metrics
example of custom metrics(not all are shown since i tried only few commands):
Ollama request metrics:
% curl http://localhost:11434/metrics | grep -i ollama
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
100 5724 0 5724 0 0 1092k 0 --:--:-- --:--:-- --:--:-- 1117k
model_actions_total{action="list",otel_scope_name="ollama",otel_scope_version="",status="OK",status_code="200"} 1
otel_scope_info{otel_scope_name="ollama",otel_scope_version=""} 1
requests_total{action="all",otel_scope_name="ollama",otel_scope_version="",status="OK",status_code="200"} 2
target_info{service_name="unknown_service:ollama",telemetry_sdk_language="go",telemetry_sdk_name="opentelemetry",telemetry_sdk_version="1.27.0"} 1
All metrics :
% curl http://localhost:11434/metrics
# HELP go_gc_duration_seconds A summary of the pause duration of garbage collection cycles.
# TYPE go_gc_duration_seconds summary
go_gc_duration_seconds{quantile="0"} 2.2875e-05
go_gc_duration_seconds{quantile="0.25"} 2.2875e-05
go_gc_duration_seconds{quantile="0.5"} 3.0375e-05
go_gc_duration_seconds{quantile="0.75"} 3.0375e-05
go_gc_duration_seconds{quantile="1"} 3.0375e-05
go_gc_duration_seconds_sum 5.325e-05
go_gc_duration_seconds_count 2
# HELP go_goroutines Number of goroutines that currently exist.
# TYPE go_goroutines gauge
go_goroutines 10
# HELP go_info Information about the Go environment.
# TYPE go_info gauge
go_info{version="go1.22.0"} 1
# HELP go_memstats_alloc_bytes Number of bytes allocated and still in use.
# TYPE go_memstats_alloc_bytes gauge
go_memstats_alloc_bytes 3.247952e+06
# HELP go_memstats_alloc_bytes_total Total number of bytes allocated, even if freed.
# TYPE go_memstats_alloc_bytes_total counter
go_memstats_alloc_bytes_total 5.271112e+06
# HELP go_memstats_buck_hash_sys_bytes Number of bytes used by the profiling bucket hash table.
# TYPE go_memstats_buck_hash_sys_bytes gauge
go_memstats_buck_hash_sys_bytes 11524
# HELP go_memstats_frees_total Total number of frees.
# TYPE go_memstats_frees_total counter
go_memstats_frees_total 21294
# HELP go_memstats_gc_sys_bytes Number of bytes used for garbage collection system metadata.
# TYPE go_memstats_gc_sys_bytes gauge
go_memstats_gc_sys_bytes 3.159336e+06
# HELP go_memstats_heap_alloc_bytes Number of heap bytes allocated and still in use.
# TYPE go_memstats_heap_alloc_bytes gauge
go_memstats_heap_alloc_bytes 3.247952e+06
# HELP go_memstats_heap_idle_bytes Number of heap bytes waiting to be used.
# TYPE go_memstats_heap_idle_bytes gauge
go_memstats_heap_idle_bytes 1.998848e+06
# HELP go_memstats_heap_inuse_bytes Number of heap bytes that are in use.
# TYPE go_memstats_heap_inuse_bytes gauge
go_memstats_heap_inuse_bytes 5.7344e+06
# HELP go_memstats_heap_objects Number of allocated objects.
# TYPE go_memstats_heap_objects gauge
go_memstats_heap_objects 18185
# HELP go_memstats_heap_released_bytes Number of heap bytes released to OS.
# TYPE go_memstats_heap_released_bytes gauge
go_memstats_heap_released_bytes 1.88416e+06
# HELP go_memstats_heap_sys_bytes Number of heap bytes obtained from system.
# TYPE go_memstats_heap_sys_bytes gauge
go_memstats_heap_sys_bytes 7.733248e+06
# HELP go_memstats_last_gc_time_seconds Number of seconds since 1970 of last garbage collection.
# TYPE go_memstats_last_gc_time_seconds gauge
go_memstats_last_gc_time_seconds 1.724793883369717e+09
# HELP go_memstats_lookups_total Total number of pointer lookups.
# TYPE go_memstats_lookups_total counter
go_memstats_lookups_total 0
# HELP go_memstats_mallocs_total Total number of mallocs.
# TYPE go_memstats_mallocs_total counter
go_memstats_mallocs_total 39479
# HELP go_memstats_mcache_inuse_bytes Number of bytes in use by mcache structures.
# TYPE go_memstats_mcache_inuse_bytes gauge
go_memstats_mcache_inuse_bytes 9600
# HELP go_memstats_mcache_sys_bytes Number of bytes used for mcache structures obtained from system.
# TYPE go_memstats_mcache_sys_bytes gauge
go_memstats_mcache_sys_bytes 15600
# HELP go_memstats_mspan_inuse_bytes Number of bytes in use by mspan structures.
# TYPE go_memstats_mspan_inuse_bytes gauge
go_memstats_mspan_inuse_bytes 137120
# HELP go_memstats_mspan_sys_bytes Number of bytes used for mspan structures obtained from system.
# TYPE go_memstats_mspan_sys_bytes gauge
go_memstats_mspan_sys_bytes 146880
# HELP go_memstats_next_gc_bytes Number of heap bytes when next garbage collection will take place.
# TYPE go_memstats_next_gc_bytes gauge
go_memstats_next_gc_bytes 5.69504e+06
# HELP go_memstats_other_sys_bytes Number of bytes used for other system allocations.
# TYPE go_memstats_other_sys_bytes gauge
go_memstats_other_sys_bytes 1.404724e+06
# HELP go_memstats_stack_inuse_bytes Number of bytes in use by the stack allocator.
# TYPE go_memstats_stack_inuse_bytes gauge
go_memstats_stack_inuse_bytes 655360
# HELP go_memstats_stack_sys_bytes Number of bytes obtained from system for stack allocator.
# TYPE go_memstats_stack_sys_bytes gauge
go_memstats_stack_sys_bytes 655360
# HELP go_memstats_sys_bytes Number of bytes obtained from system.
# TYPE go_memstats_sys_bytes gauge
go_memstats_sys_bytes 1.3126672e+07
# HELP go_threads Number of OS threads created.
# TYPE go_threads gauge
go_threads 11
# HELP list_requests_total The total number of model list requests that have been attempted.
# TYPE list_requests_total counter
list_requests_total{action="",otel_scope_name="ollama",otel_scope_version="",status="",status_code="0"} 4
# HELP otel_scope_info Instrumentation Scope metadata
# TYPE otel_scope_info gauge
otel_scope_info{otel_scope_name="ollama",otel_scope_version=""} 1
# HELP promhttp_metric_handler_requests_in_flight Current number of scrapes being served.
# TYPE promhttp_metric_handler_requests_in_flight gauge
promhttp_metric_handler_requests_in_flight 1
# HELP promhttp_metric_handler_requests_total Total number of scrapes by HTTP status code.
# TYPE promhttp_metric_handler_requests_total counter
promhttp_metric_handler_requests_total{code="200"} 1
promhttp_metric_handler_requests_total{code="500"} 0
promhttp_metric_handler_requests_total{code="503"} 0
# HELP requests_total The total number of requests on all endpoints.
# TYPE requests_total counter
requests_total{action="all",otel_scope_name="ollama",otel_scope_version="",status="OK",status_code="200"} 3
# HELP target_info Target metadata
# TYPE target_info gauge
target_info{service_name="unknown_service:ollama",telemetry_sdk_language="go",telemetry_sdk_name="opentelemetry",telemetry_sdk_version="1.27.0"} 1
@amila-ku great work here! I'm really looking forward to seeing this integrated. Is there anything I can support with furthering the PR?
@amila-ku great work here! I'm really looking forward to seeing this integrated. Is there anything I can support with furthering the PR?
Thanks, i will continue to add few tests and clean up the implementation a bit. I feel it would be better to keep this PR as a small starting point, so will try to keep this one simple.
Looking good to me for the existing needs of Ollama server.
Added otel scope versions and runtime information
% curl http://localhost:11434/metrics | grep -i ollama
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
100 12454 0 12454 0 0 11.5M 0 --:--:-- --:--:-- --:--:-- 11.8M
http_requests_total{action="all",otel_scope_name="ollama",otel_scope_version="0.55.0",status="OK",status_code="200"} 4
http_requests_total{action="head",otel_scope_name="ollama",otel_scope_version="0.55.0",status="OK",status_code="200"} 2
http_requests_total{action="pull",otel_scope_name="ollama",otel_scope_version="0.55.0",status="OK",status_code="200"} 1
http_requests_total{action="tags",otel_scope_name="ollama",otel_scope_version="0.55.0",status="OK",status_code="200"} 1
otel_scope_info{otel_scope_name="ollama",otel_scope_version="0.55.0"} 1
target_info{process_runtime_description="go version go1.22.5 darwin/arm64",service_name="ollama",service_version="v0.1.0"} 1
@jessegross @jmorganca Please check this out.
Hey Guys really appreciate your effort and hard work for this! Any news on this PR? Would really look forward seeing this in the official branch. thanks a lot !
+1 is this PR going in?
When can this PR be merged, I am looking forward to it
Pretty please?
Hi ! 👍🏼 for the PR, I'm waiting for it too !
+1 would be great to get this merged
This would be amazing.
Any updates?
Hello, could this metrics:
requests_total include model name, it would be very useful, if multiple models are used in a single instance. And also, if request duration could be exported as well, that would be nice.
I like this too!
How does this compare to the existing external frcooper/ollama-exporter? I'd prefer something internal, but that is already existing.
I merged the PR to current main in order to test it locally.
@amila-ku I think we have this in docker model runner if you want to contribute there:
https://github.com/docker/model-runner
Please star, fork and contribute!
Is there any update on this?