Input

nlq

*string

Shift + Return to add a new line

cols

*string

Shift + Return to add a new line

['sli.latency', 'duration_ms', 'net.transport', 'http.method', 'error', 'http.target', 'http.route', 'rpc.method', 'ip', 'http.request_content_length', 'rpc.service', 'apdex', 'name', 'message.type', 'http.host', 'service.name', 'rpc.system', 'http.scheme', 'sli.platform-time', 'type', 'http.flavor', 'span.kind', 'dc.platform-time', 'library.version', 'status_code', 'net.host.port', 'net.host.ip', 'app.request_id', 'bucket_duration_ms', 'library.name', 'sli_product', 'message.uncompressed_size', 'rpc.grpc.status_code', 'net.peer.port', 'log10_duration_ms', 'http.status_code', 'status_message', 'http.user_agent', 'net.host.name', 'span.num_links', 'message.id', 'parent_name', 'app.cart_total', 'num_products', 'product_availability', 'revenue_at_risk', 'trace.trace_id', 'trace.span_id', 'ingest_timestamp', 'http.server_name', 'trace.parent_id']['sli.latency', 'duration_ms', 'net.transport', 'http.method', 'error', 'http.target', 'http.route', 'rpc.method', 'ip', 'http.request_content_length', 'rpc.service', 'apdex', 'name', 'message.type', 'http.host', 'service.name', 'rpc.system', 'http.scheme', 'sli.platform-time', 'type', 'http.flavor', 'span.kind', 'dc.platform-time', 'library.version', 'status_code', 'net.host.port', 'net.host.ip', 'app.request_id', 'bucket_duration_ms', 'library.name', 'sli_product', 'message.uncompressed_size', 'rpc.grpc.status_code', 'net.peer.port', 'log10_duration_ms', 'http.status_code', 'status_message', 'http.user_agent', 'net.host.name', 'span.num_links', 'message.id', 'parent_name', 'app.cart_total', 'num_products', 'product_availability', 'revenue_at_risk', 'trace.trace_id', 'trace.span_id', 'ingest_timestamp', 'http.server_name', 'trace.parent_id']

Run this model in Node.js with one line of code:

npx create-replicate --model=hamelsmu/honeycomb-4-awq

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run hamelsmu/honeycomb-4-awq using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "hamelsmu/honeycomb-4-awq:fa70ce16050caf34dbc1a4cde3d15680f0ab395cf958984e5dfb584d80d03fc6",
  {
    input: {
      nlq: "EMISSING slowest traces",
      cols: "['sli.latency', 'duration_ms', 'net.transport', 'http.method', 'error', 'http.target', 'http.route', 'rpc.method', 'ip', 'http.request_content_length', 'rpc.service', 'apdex', 'name', 'message.type', 'http.host', 'service.name', 'rpc.system', 'http.scheme', 'sli.platform-time', 'type', 'http.flavor', 'span.kind', 'dc.platform-time', 'library.version', 'status_code', 'net.host.port', 'net.host.ip', 'app.request_id', 'bucket_duration_ms', 'library.name', 'sli_product', 'message.uncompressed_size', 'rpc.grpc.status_code', 'net.peer.port', 'log10_duration_ms', 'http.status_code', 'status_message', 'http.user_agent', 'net.host.name', 'span.num_links', 'message.id', 'parent_name', 'app.cart_total', 'num_products', 'product_availability', 'revenue_at_risk', 'trace.trace_id', 'trace.span_id', 'ingest_timestamp', 'http.server_name', 'trace.parent_id']"
    }
  }
);

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run hamelsmu/honeycomb-4-awq using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "hamelsmu/honeycomb-4-awq:fa70ce16050caf34dbc1a4cde3d15680f0ab395cf958984e5dfb584d80d03fc6",
    input={
        "nlq": "EMISSING slowest traces",
        "cols": "['sli.latency', 'duration_ms', 'net.transport', 'http.method', 'error', 'http.target', 'http.route', 'rpc.method', 'ip', 'http.request_content_length', 'rpc.service', 'apdex', 'name', 'message.type', 'http.host', 'service.name', 'rpc.system', 'http.scheme', 'sli.platform-time', 'type', 'http.flavor', 'span.kind', 'dc.platform-time', 'library.version', 'status_code', 'net.host.port', 'net.host.ip', 'app.request_id', 'bucket_duration_ms', 'library.name', 'sli_product', 'message.uncompressed_size', 'rpc.grpc.status_code', 'net.peer.port', 'log10_duration_ms', 'http.status_code', 'status_message', 'http.user_agent', 'net.host.name', 'span.num_links', 'message.id', 'parent_name', 'app.cart_total', 'num_products', 'product_availability', 'revenue_at_risk', 'trace.trace_id', 'trace.span_id', 'ingest_timestamp', 'http.server_name', 'trace.parent_id']"
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run hamelsmu/honeycomb-4-awq using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "hamelsmu/honeycomb-4-awq:fa70ce16050caf34dbc1a4cde3d15680f0ab395cf958984e5dfb584d80d03fc6",
    "input": {
      "nlq": "EMISSING slowest traces",
      "cols": "[\'sli.latency\', \'duration_ms\', \'net.transport\', \'http.method\', \'error\', \'http.target\', \'http.route\', \'rpc.method\', \'ip\', \'http.request_content_length\', \'rpc.service\', \'apdex\', \'name\', \'message.type\', \'http.host\', \'service.name\', \'rpc.system\', \'http.scheme\', \'sli.platform-time\', \'type\', \'http.flavor\', \'span.kind\', \'dc.platform-time\', \'library.version\', \'status_code\', \'net.host.port\', \'net.host.ip\', \'app.request_id\', \'bucket_duration_ms\', \'library.name\', \'sli_product\', \'message.uncompressed_size\', \'rpc.grpc.status_code\', \'net.peer.port\', \'log10_duration_ms\', \'http.status_code\', \'status_message\', \'http.user_agent\', \'net.host.name\', \'span.num_links\', \'message.id\', \'parent_name\', \'app.cart_total\', \'num_products\', \'product_availability\', \'revenue_at_risk\', \'trace.trace_id\', \'trace.span_id\', \'ingest_timestamp\', \'http.server_name\', \'trace.parent_id\']"
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

{'breakdowns': ['http.route'], 'calculations': [{'column': 'duration_ms', 'op': 'HEATMAP'}, {'column': 'duration_ms', 'op': 'MAX'}], 'filters': [{'column': 'trace.parent_id', 'op': 'does-not-exist'}, {'column': 'duration_ms', 'op': '>', 'value': 'threshold_value'}], 'orders': [{'column': 'duration_ms', 'op': 'MAX', 'order': 'descending'}], 'time_range': 7200}

Generated in

1.4 seconds

Tweak it Report

This output was created using a different version of the model, hamelsmu/honeycomb-4-awq:24c81be6.

Run time and cost

This model runs on Nvidia L40S GPU hardware. We don't yet have enough runs of this model to provide performance information.

Readme

Model Description

A model that can generate Honeycomb Queries.

fine-tuned by Hamel Husain

Resources

The model files are available on huggingface parlance-labs/hc-mistral-alpaca-merged-awq
The config files used to host this model are here.