Fine-tune

from portkey_ai import Portkey

# Initialize the Portkey client

portkey = Portkey(
    api_key="PORTKEY_API_KEY", # Replace with your Portkey API key
    virtual_key="VIRTUAL_KEY", # Add your provider's virtual key
    fireworks_account_id="FIREWORKS_ACCOUNT_ID" # Add your fireworks's account id
)

fine_tune_job = portkey.fine_tuning.jobs.create(
    training_file="file_id",
    model="model_id",
    hyperparameters={
        "n_epochs": 1
    },
    validation_file="file_id",
    suffix="finetuned_model_name",
  )

print(fine_tune_job)

import { Portkey } from "portkey-ai";
// Initialize the Portkey client
const portkey = Portkey(
    apiKey="PORTKEY_API_KEY",  // Replace with your Portkey API key
    virtualKey="VIRTUAL_KEY",   // Add your provider's virtual key
    fireworksAccountId="FIREWORKS_ACCOUNT_ID" // Add your fireworks's account id
)

(async () => {
    const fine_tune_job = await portkey.fineTuning.jobs.create(
      training_file:"file_id",
      model:"model_id",
      hyperparameters: {
        "n_epochs": 1
      },
      validation_file: "file_id",
      suffix: "finetuned_model_name",
    )

  console.log(fine_tune_job)
})();

from openai import OpenAI
from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

openai = OpenAI(
    api_key='OPENAI_API_KEY',
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        virtual_key="VIRTUAL_KEY",
        api_key="PORTKEY_API_KEY",
        fireworks_account_id="FIREWORKS_ACCOUNT_ID"
    )
)

fine_tune_job = openai.fine_tuning.jobs.create(
    training_file="file_id",
    model="model_id",
    hyperparameters={
      "n_epochs": 1
    },
    validation_file="file_id",
    suffix="finetuned_model_name",
  )

print(fine_tune_job)

import OpenAI from 'openai'; // We're using the v4 SDK
import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai'

const openai = new OpenAI({
  apiKey: 'OPENAI_API_KEY', // defaults to process.env["OPENAI_API_KEY"],
  baseURL: PORTKEY_GATEWAY_URL,
  defaultHeaders: createHeaders({
    virtualKey: "VIRTUAL_KEY",
    apiKey: "PORTKEY_API_KEY", // defaults to process.env["PORTKEY_API_KEY"]
    fireworksAccountId: "FIREWORKS_ACCOUNT_ID"
  })
});

(async () => {
    const fine_tune_job = await openai.fineTuning.jobs.create({
      training_file: "file_id",
      model: "model_id",
      hyperparameters: {
        "n_epochs": 1
      },
      validation_file: "file_id",
      suffix: "finetuned_model_name",
    });

  console.log(fine_tune_job)
})();

curl \
--header 'Content-Type: application/json' \
--header 'x-portkey-api-key: <api_key>' \
--header 'x-portkey-virtual-key: <virtual_key>' \
--header 'x-portkey-fireworks-account-id: <fireworks_account_id>' \
--data '{
  "model": "<model_id>",
  "suffix": "<finetune_model_name>",
  "training_file": "<s3_path.jsonl>",
  "hyperparameters": {
    "n_epochs": 1
  }
}' \
'https://api.portkey.ai/v1/fine_tuning/jobs'

from portkey_ai import Portkey

# Initialize the Portkey client
portkey = Portkey(
    api_key="PORTKEY_API_KEY", # Replace with your Portkey API key
    virtual_key="VIRTUAL_KEY", # Add your provider's virtual key
    fireworks_account_id="FIREWORKS_ACCOUNT_ID" # Add your fireworks's account id
)

# List all fine-tuning jobs
jobs = portkey.fine_tuning.jobs.list(
    limit=10  # Optional: Number of jobs to retrieve (default: 20)
)

print(jobs)

import { Portkey } from "portkey-ai";

// Initialize the Portkey client
const portkey = Portkey({
    apiKey: "PORTKEY_API_KEY",  // Replace with your Portkey API key
    virtualKey: "VIRTUAL_KEY",   // Add your provider's virtual key
    fireworksAccountId: "FIREWORKS_ACCOUNT_ID" // Add your fireworks's account id
});

(async () => {
    // List all fine-tuning jobs
    const jobs = await portkey.fineTuning.jobs.list({
        limit: 10  // Optional: Number of jobs to retrieve (default: 20)
    });

    console.log(jobs);
})();

from openai import OpenAI
from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

openai = OpenAI(
    api_key='OPENAI_API_KEY',
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        virtual_key="VIRTUAL_KEY",
        api_key="PORTKEY_API_KEY",
        fireworks_account_id="FIREWORKS_ACCOUNT_ID"
    )
)

# List all fine-tuning jobs
jobs = openai.fine_tuning.jobs.list(
    limit=10  # Optional: Number of jobs to retrieve (default: 20)
)

print(jobs)

import OpenAI from 'openai';
import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai';

const openai = new OpenAI({
    apiKey: 'OPENAI_API_KEY',
    baseURL: PORTKEY_GATEWAY_URL,
    defaultHeaders: createHeaders({
        virtualKey: "VIRTUAL_KEY",
        apiKey: "PORTKEY_API_KEY",
        fireworksAccountId: "FIREWORKS_ACCOUNT_ID"
    })
});

(async () => {
    // List all fine-tuning jobs
    const jobs = await openai.fineTuning.jobs.list({
        limit: 10  // Optional: Number of jobs to retrieve (default: 20)
    });

    console.log(jobs);
})();

curl \
--header 'Content-Type: application/json' \
--header 'x-portkey-api-key: <api_key>' \
--header 'x-portkey-virtual-key: <virtual_key>' \
--header 'x-portkey-fireworks-account-id: <fireworks_account_id>' \
'https://api.portkey.ai/v1/fine_tuning/jobs?limit=10'

from portkey_ai import Portkey

# Initialize the Portkey client
portkey = Portkey(
    api_key="PORTKEY_API_KEY", # Replace with your Portkey API key
    virtual_key="VIRTUAL_KEY", # Add your provider's virtual key
    fireworks_account_id="FIREWORKS_ACCOUNT_ID" # Add your fireworks's account id
)

# Retrieve a specific fine-tuning job
job = portkey.fine_tuning.jobs.retrieve(
    job_id="job_id"  # The ID of the fine-tuning job to retrieve
)

print(job)

import { Portkey } from "portkey-ai";

// Initialize the Portkey client
const portkey = Portkey({
    apiKey: "PORTKEY_API_KEY",  // Replace with your Portkey API key
    virtualKey: "VIRTUAL_KEY",   // Add your provider's virtual key
    fireworksAccountId: "FIREWORKS_ACCOUNT_ID" // Add your fireworks's account id
});

(async () => {
    // Retrieve a specific fine-tuning job
    const job = await portkey.fineTuning.jobs.retrieve({
        job_id: "job_id"  // The ID of the fine-tuning job to retrieve
    });

    console.log(job);
})();

from openai import OpenAI
from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

openai = OpenAI(
    api_key='OPENAI_API_KEY',
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        virtual_key="VIRTUAL_KEY",
        api_key="PORTKEY_API_KEY",
        fireworks_account_id="FIREWORKS_ACCOUNT_ID"
    )
)

# Retrieve a specific fine-tuning job
job = openai.fine_tuning.jobs.retrieve(
    fine_tuning_job_id="job_id"  # The ID of the fine-tuning job to retrieve
)

print(job)

import OpenAI from 'openai';
import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai';

const openai = new OpenAI({
    apiKey: 'OPENAI_API_KEY',
    baseURL: PORTKEY_GATEWAY_URL,
    defaultHeaders: createHeaders({
        virtualKey: "VIRTUAL_KEY",
        apiKey: "PORTKEY_API_KEY",
        fireworksAccountId: "FIREWORKS_ACCOUNT_ID"
    })
});

(async () => {
    // Retrieve a specific fine-tuning job
    const job = await openai.fineTuning.jobs.retrieve(
        "job_id"  // The ID of the fine-tuning job to retrieve
    );

    console.log(job);
})();

curl \
--header 'Content-Type: application/json' \
--header 'x-portkey-api-key: <api_key>' \
--header 'x-portkey-virtual-key: <virtual_key>' \
--header 'x-portkey-fireworks-account-id: <fireworks_account_id>' \
'https://api.portkey.ai/v1/fine_tuning/jobs/<job_id>'

from portkey_ai import Portkey

# Initialize the Portkey client
portkey = Portkey(
    api_key="PORTKEY_API_KEY", # Replace with your Portkey API key
    virtual_key="VIRTUAL_KEY", # Add your provider's virtual key
    fireworks_account_id="FIREWORKS_ACCOUNT_ID" # Add your fireworks's account id
)

# Cancel a fine-tuning job
cancelled_job = portkey.fine_tuning.jobs.cancel(
    job_id="job_id"  # The ID of the fine-tuning job to cancel
)

print(cancelled_job)

import { Portkey } from "portkey-ai";

// Initialize the Portkey client
const portkey = Portkey({
    apiKey: "PORTKEY_API_KEY",  // Replace with your Portkey API key
    virtualKey: "VIRTUAL_KEY",   // Add your provider's virtual key
    fireworksAccountId: "FIREWORKS_ACCOUNT_ID" // Add your fireworks's account id
});

(async () => {
    // Cancel a fine-tuning job
    const cancelledJob = await portkey.fineTuning.jobs.cancel({
        job_id: "job_id"  // The ID of the fine-tuning job to cancel
    });

    console.log(cancelledJob);
})();

from openai import OpenAI
from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

openai = OpenAI(
    api_key='OPENAI_API_KEY',
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        virtual_key="VIRTUAL_KEY",
        api_key="PORTKEY_API_KEY",
        fireworks_account_id="FIREWORKS_ACCOUNT_ID"
    )
)

# Cancel a fine-tuning job
cancelled_job = openai.fine_tuning.jobs.cancel(
    fine_tuning_job_id="job_id"  # The ID of the fine-tuning job to cancel
)

print(cancelled_job)

import OpenAI from 'openai';
import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai';

const openai = new OpenAI({
    apiKey: 'OPENAI_API_KEY',
    baseURL: PORTKEY_GATEWAY_URL,
    defaultHeaders: createHeaders({
        virtualKey: "VIRTUAL_KEY",
        apiKey: "PORTKEY_API_KEY",
        fireworksAccountId: "FIREWORKS_ACCOUNT_ID"
    })
});

(async () => {
    // Cancel a fine-tuning job
    const cancelledJob = await openai.fineTuning.jobs.cancel(
        "job_id"  // The ID of the fine-tuning job to cancel
    );

    console.log(cancelledJob);
})();

curl \
--request POST \
--header 'Content-Type: application/json' \
--header 'x-portkey-api-key: <api_key>' \
--header 'x-portkey-virtual-key: <virtual_key>' \
--header 'x-portkey-fireworks-account-id: <fireworks_account_id>' \
'https://api.portkey.ai/v1/fine_tuning/jobs/<job_id>/cancel'