Skip to content

For Vast.ai hosts. Prometheus exporter reporting data from your Vast.ai account.

License

Notifications You must be signed in to change notification settings

500farm/prometheus-vastai

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

vastai_exporter

Docker Image CI

For Vast.ai hosts.

Prometheus exporter reporting data from your Vast.ai account:

  • Stats of your machines: reliability, DLPerf score, inet speed, number of client jobs running, number of gpus used.
  • Stats of your own instances: on-demand and default.
  • Paid and pending balance of your account.
  • Your on-demand and bid prices.
  • Stats of hosts' offerings of GPU models that you have.

In addition to per-account Prometheus metrics (url: /metrics), the exporter provides the following data:

  • Global stats over all types of GPUs in Prometheus format (url: /metrics/global).
  • Global stats over all types of GPUs in JSON (url: /gpu-stats).
  • List of offers available on Vast.ai in JSON (url: /offers).
  • List of machines available on Vast.ai in JSON (url: /machines).
  • List of Vast.ai hosts in JSON (url: /hosts).
  • Data used to build map of hosts with Grafana (url: /host-map-data).

NOTE: This is a work in progress. Output format is subject to change.

Usage

docker run -d --restart always -p 8622:8622 500farm/vastai-exporter \
    --key=VASTKEY \
    --state-dir=/var/run/vastai-exporter \
    --master-url=https://500.farm/vastai-exporter

Replace VASTKEY with your Vast.ai API key. To test, open http://localhost:8622. If does not work, check container output with docker logs.

It is recommended to use --master-url as shown to use cached offer data instead of querying Vast.ai directly. Querying offers is a heavy API call, and running multiple exporters doing it every minute may significantly increase load on Vast.ai and the rate of 502/503 errors.

Errors/warnings are printed to stderr and can be viewed with docker logs.

Optional args

--listen=IP:PORT
    Address to listen on (default 0.0.0.0:8622).

--update-interval=
    How often to query Vast.ai for updates (default 1m).

--state-dir=
    Directory to store state between runs (default $HOME). 

--master-url=
    Query global data from the master exporter and not from Vast.ai directly.

--maxmind-key=USERID:KEY
    Use MaxMind GeoIP web services. Specify your Account ID and License Key separated with ":".

--no-geolocation=IP/NET,IP/NET,...
    Exculde IP ranges from geolocation.

Example output

NOTE: This example is annotated and edited for readability. It is fake and not a representation of any real account.

### Info on your machines

# HELP vastai_machine_info Machine info
vastai_machine_info{gpu_name="RTX 3080",hostname="rig1.local",machine_id="2100"} 1
vastai_machine_info{gpu_name="RTX 3080",hostname="rig2.local",machine_id="3100"} 1

# HELP vastai_machine_gpu_count Number of GPUs
vastai_machine_gpu_count{machine_id="2100"} 2
vastai_machine_gpu_count{machine_id="3100"} 2

# HELP vastai_machine_inet_bps Measured internet speed, download or upload (direction = 'up'/'down')
vastai_machine_inet_bps{direction="down",id="2100",ip_adddress="1.1.1.1"} 4.397e+08
vastai_machine_inet_bps{direction="down",id="3100",ip_adddress="1.1.1.1"} 4.831e+08

# HELP vastai_machine_is_listed Is machine listed (1) or not (0)
vastai_machine_is_listed{machine_id="2100"} 1
vastai_machine_is_listed{machine_id="3100"} 1

# HELP vastai_machine_is_online Is machine online (1) or not (0)
vastai_machine_is_online{machine_id="2100"} 1
vastai_machine_is_online{machine_id="3100"} 1

# HELP vastai_machine_is_verified Is machine verified (1) or not (0)
vastai_machine_is_verified{machine_id="2100"} 1
vastai_machine_is_verified{machine_id="3100"} 1

# HELP vastai_machine_ondemand_price_per_gpu_dollars Machine on-demand price per GPU/hour
vastai_machine_ondemand_price_per_gpu_dollars{machine_id="2100"} 0.7
vastai_machine_ondemand_price_per_gpu_dollars{machine_id="3100"} 0.7

# HELP vastai_machine_per_gpu_dlperf_score DLPerf score per GPU
# TYPE vastai_machine_per_gpu_dlperf_score gauge
vastai_machine_per_gpu_dlperf_score{machine_id="2100"} 16.80498575
vastai_machine_per_gpu_dlperf_score{machine_id="3100"} 16.700071

# HELP vastai_machine_per_gpu_teraflops Performance in TFLOPS per GPU
# TYPE vastai_machine_per_gpu_teraflops gauge
vastai_machine_per_gpu_teraflops{machine_id="2100"} 22.0832
vastai_machine_per_gpu_teraflops{machine_id="3100"} 22.0832

# HELP vastai_machine_reliability Reliability indicator (0.0-1.0)
vastai_machine_reliability{machine_id="2100"} 0.9930448
vastai_machine_reliability{machine_id="3100"} 0.9925481

# HELP vastai_machine_rentals_count Count of current rentals (rental_type = 'ondemand'/'bid'/'default'/'my', rental_status = 'running'/'stopped')
vastai_machine_rentals_count{machine_id="2100",rental_status="running",rental_type="bid"} 1
vastai_machine_rentals_count{machine_id="2100",rental_status="running"} 0
vastai_machine_rentals_count{machine_id="2100",rental_status="running",rental_type="my"} 0
vastai_machine_rentals_count{machine_id="2100",rental_status="running",rental_type="ondemand"} 2
vastai_machine_rentals_count{machine_id="2100",rental_status="stopped",rental_type="bid"} 6
vastai_machine_rentals_count{machine_id="2100",rental_status="stopped"} 4
vastai_machine_rentals_count{machine_id="2100",rental_status="stopped",rental_type="my"} 0
vastai_machine_rentals_count{machine_id="2100",rental_status="stopped",rental_type="ondemand"} 15
vastai_machine_rentals_count{machine_id="3100",rental_status="running",rental_type="bid"} 1
vastai_machine_rentals_count{machine_id="3100",rental_status="running"} 0
vastai_machine_rentals_count{machine_id="3100",rental_status="running",rental_type="my"} 0
vastai_machine_rentals_count{machine_id="3100",rental_status="running",rental_type="ondemand"} 2
vastai_machine_rentals_count{machine_id="3100",rental_status="stopped",rental_type="bid"} 4
vastai_machine_rentals_count{machine_id="3100",rental_status="stopped"} 4
vastai_machine_rentals_count{machine_id="3100",rental_status="stopped",rental_type="my"} 0
vastai_machine_rentals_count{machine_id="3100",rental_status="stopped",rental_type="ondemand"} 6

# HELP vastai_machine_used_gpu_count Number of GPUs running jobs (rental_type = 'ondemand'/'bid'/'default'/'my')
# TYPE vastai_machine_used_gpu_count gauge
vastai_machine_used_gpu_count{machine_id="2100",rental_type="bid"} 0
vastai_machine_used_gpu_count{machine_id="2100",rental_type="default"} 0
vastai_machine_used_gpu_count{machine_id="2100",rental_type="my"} 0
vastai_machine_used_gpu_count{machine_id="2100",rental_type="ondemand"} 2
vastai_machine_used_gpu_count{machine_id="3100",rental_type="bid"} 0
vastai_machine_used_gpu_count{machine_id="3100",rental_type="default"} 0
vastai_machine_used_gpu_count{machine_id="3100",rental_type="my"} 0
vastai_machine_used_gpu_count{machine_id="3100",rental_type="ondemand"} 2


### Info on your instances (these include default jobs and jobs started by you)

# HELP vastai_instance_info Instance info
vastai_instance_info{docker_image="example/ethminer",gpu_name="RTX 3080",instance_id="1414830",machine_id="2100",rental_type="default"} 1
vastai_instance_info{docker_image="example/ethminer",gpu_name="RTX 3080",instance_id="1414831",machine_id="2100",rental_type="default"} 1
vastai_instance_info{docker_image="example/ethminer",gpu_name="RTX 3080",instance_id="922837",machine_id="3100",rental_type="default"} 1
vastai_instance_info{docker_image="example/ethminer",gpu_name="RTX 3080",instance_id="922838",machine_id="3100",rental_type="default"} 1

# HELP vastai_instance_gpu_count Number of GPUs assigned to this instance
vastai_instance_gpu_count{instance_id="1414830",machine_id="2100",rental_type="default"} 1
vastai_instance_gpu_count{instance_id="1414831",machine_id="2100",rental_type="default"} 1
vastai_instance_gpu_count{instance_id="922837",machine_id="3100",rental_type="default"} 1
vastai_instance_gpu_count{instance_id="922838",machine_id="3100",rental_type="default"} 1

# HELP vastai_instance_gpu_fraction Number of GPUs assigned to this instance divided by total number of GPUs on the host
vastai_instance_gpu_fraction{instance_id="1414830",machine_id="2100",rental_type="default"} 0.5
vastai_instance_gpu_fraction{instance_id="1414831",machine_id="2100",rental_type="default"} 0.5
vastai_instance_gpu_fraction{instance_id="922837",machine_id="3100",rental_type="default"} 0.5
vastai_instance_gpu_fraction{instance_id="922838",machine_id="3100",rental_type="default"} 0.5

# HELP vastai_instance_is_running Is instance running (1) or stopped/outbid/initializing (0)
vastai_instance_is_running{instance_id="1414830",machine_id="2100",rental_type="default"} 0
vastai_instance_is_running{instance_id="1414831",machine_id="2100",rental_type="default"} 0
vastai_instance_is_running{instance_id="922837",machine_id="3100",rental_type="default"} 0
vastai_instance_is_running{instance_id="922838",machine_id="3100",rental_type="default"} 0

# HELP vastai_instance_min_bid_per_gpu_dollars Min bid to outbid this instance per GPU/hour (makes sense if rental_type = 'default'/'bid')
vastai_instance_min_bid_per_gpu_dollars{instance_id="1414830",machine_id="2100",rental_type="default"} 0.2884722
vastai_instance_min_bid_per_gpu_dollars{instance_id="1414831",machine_id="2100",rental_type="default"} 0.2884722
vastai_instance_min_bid_per_gpu_dollars{instance_id="922837",machine_id="3100",rental_type="default"} 0.2867361
vastai_instance_min_bid_per_gpu_dollars{instance_id="922838",machine_id="3100",rental_type="default"} 0.2969444

# HELP vastai_instance_my_bid_per_gpu_dollars My bid on this instance per GPU/hour
vastai_instance_my_bid_per_gpu_dollars{instance_id="1414830",machine_id="2100",rental_type="default"} 0.2
vastai_instance_my_bid_per_gpu_dollars{instance_id="1414831",machine_id="2100",rental_type="default"} 0.2
vastai_instance_my_bid_per_gpu_dollars{instance_id="922837",machine_id="3100",rental_type="default"} 0.2
vastai_instance_my_bid_per_gpu_dollars{instance_id="922838",machine_id="3100",rental_type="default"} 0.2

# HELP vastai_instance_start_timestamp Unix timestamp when instance was started
vastai_instance_start_timestamp{instance_id="1414830",machine_id="2100",rental_type="default"} 1.63036361926469e+09
vastai_instance_start_timestamp{instance_id="1414831",machine_id="2100",rental_type="default"} 1.63036361927396e+09
vastai_instance_start_timestamp{instance_id="922837",machine_id="3100",rental_type="default"} 1.6225778577921e+09
vastai_instance_start_timestamp{instance_id="922838",machine_id="3100",rental_type="default"} 1.62257785780379e+09


### Your payout stats

# HELP vastai_paid_out_dollars All-time paid out amount (minus service fees)
vastai_paid_out_dollars 303.34

# HELP vastai_pending_payout_dollars Pending payout (minus service fees)
vastai_pending_payout_dollars 28.23

# HELP last_payout_time Unix timestamp of last completed payout
last_payout_time 1628284623.45397


### Overall GPU offer stats (only shows stats on GPU models that you have)

# HELP vastai_gpu_count Number of GPUs offered on site
vastai_gpu_count{gpu_name="RTX 3080",rented="no",verified="no"} 12
vastai_gpu_count{gpu_name="RTX 3080",rented="no",verified="yes"} 1
vastai_gpu_count{gpu_name="RTX 3080",rented="yes",verified="no"} 90
vastai_gpu_count{gpu_name="RTX 3080",rented="yes",verified="yes"} 120

# HELP vastai_ondemand_price_median_dollars Median on-demand price per GPU model
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="any",verified="any"} 0.38
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="any",verified="no"} 0.36
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="any",verified="yes"} 0.38
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="no",verified="any"} 0.4
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="no",verified="no"} 0.4
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="no",verified="yes"} 1.1
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="yes",verified="any"} 0.38
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="yes",verified="no"} 0.36
vastai_ondemand_price_median_dollars{gpu_name="RTX 3080",rented="yes",verified="yes"} 0.38

# HELP vastai_ondemand_price_10th_percentile_dollars 10th percentile of on-demand prices per GPU model
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="any"} 0.26
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="no"} 0.26
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="yes"} 0.32
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="any"} 0.285
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="no"} 0.285
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="yes"} 1.1
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="any"} 0.26
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="no"} 0.26
vastai_ondemand_price_10th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="yes"} 0.32

# HELP vastai_ondemand_price_90th_percentile_dollars 90th percentile of on-demand prices per GPU model
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="any"} 0.5
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="no"} 0.5
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="any",verified="yes"} 0.625
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="any"} 0.49
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="no"} 0.49
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="no",verified="yes"} 1.1
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="any"} 0.5
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="no"} 0.5
vastai_ondemand_price_90th_percentile_dollars{gpu_name="RTX 3080",rented="yes",verified="yes"} 0.65

Live examples of global stats

Real data from Vast.ai, updated every minute.

About

For Vast.ai hosts. Prometheus exporter reporting data from your Vast.ai account.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published