Add complete SDK implementations for accessing Synor Compute: JavaScript/TypeScript SDK (sdk/js/): - Full async/await API with TypeScript types - Tensor operations: matmul, conv2d, attention - Model inference with streaming support - WebSocket-based job monitoring - Browser and Node.js compatible Python SDK (sdk/python/): - Async/await with aiohttp - NumPy integration for tensors - Context managers for cleanup - Type hints throughout - PyPI-ready package structure Go SDK (sdk/go/): - Idiomatic Go with context support - Efficient binary tensor serialization - HTTP client with configurable timeouts - Zero external dependencies (stdlib only) All SDKs support: - Matrix multiplication (FP64 to INT4 precision) - Convolution operations (2D, 3D) - Flash attention - LLM inference - Spot pricing queries - Job polling and cancellation - Heterogeneous compute targeting (CPU/GPU/TPU/NPU/LPU)
352 lines
8.5 KiB
Go
352 lines
8.5 KiB
Go
// Package synor provides a Go SDK for Synor Compute.
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//
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// Access distributed heterogeneous compute resources (CPU, GPU, TPU, NPU, LPU)
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// for AI/ML workloads at 90% cost reduction compared to traditional cloud.
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//
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// Example:
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//
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// client := synor.NewClient("your-api-key")
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// result, err := client.MatMul(ctx, a, b, synor.FP16)
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package synor
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import (
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"bytes"
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"context"
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"encoding/base64"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"time"
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)
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// Version of the SDK.
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const Version = "0.1.0"
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// DefaultEndpoint is the default API endpoint.
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const DefaultEndpoint = "https://compute.synor.cc/api/v1"
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// ProcessorType represents supported processor types.
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type ProcessorType string
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const (
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CPU ProcessorType = "cpu"
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GPU ProcessorType = "gpu"
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TPU ProcessorType = "tpu"
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NPU ProcessorType = "npu"
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LPU ProcessorType = "lpu"
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FPGA ProcessorType = "fpga"
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WASM ProcessorType = "wasm"
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WebGPU ProcessorType = "webgpu"
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)
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// Precision represents computation precision levels.
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type Precision string
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const (
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FP64 Precision = "fp64"
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FP32 Precision = "fp32"
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FP16 Precision = "fp16"
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BF16 Precision = "bf16"
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INT8 Precision = "int8"
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INT4 Precision = "int4"
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)
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// BalancingStrategy represents job scheduling strategies.
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type BalancingStrategy string
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const (
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Speed BalancingStrategy = "speed"
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Cost BalancingStrategy = "cost"
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Energy BalancingStrategy = "energy"
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Latency BalancingStrategy = "latency"
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Balanced BalancingStrategy = "balanced"
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)
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// JobStatus represents job states.
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type JobStatus string
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const (
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Pending JobStatus = "pending"
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Queued JobStatus = "queued"
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Running JobStatus = "running"
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Completed JobStatus = "completed"
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Failed JobStatus = "failed"
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Cancelled JobStatus = "cancelled"
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)
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// Config holds client configuration.
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type Config struct {
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APIKey string
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Endpoint string
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Strategy BalancingStrategy
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Precision Precision
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Timeout time.Duration
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Debug bool
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}
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// DefaultConfig returns a default configuration.
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func DefaultConfig(apiKey string) Config {
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return Config{
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APIKey: apiKey,
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Endpoint: DefaultEndpoint,
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Strategy: Balanced,
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Precision: FP32,
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Timeout: 30 * time.Second,
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Debug: false,
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}
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}
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// Client is the main Synor Compute client.
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type Client struct {
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config Config
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httpClient *http.Client
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}
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// NewClient creates a new client with the given API key.
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func NewClient(apiKey string) *Client {
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return NewClientWithConfig(DefaultConfig(apiKey))
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}
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// NewClientWithConfig creates a new client with custom configuration.
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func NewClientWithConfig(config Config) *Client {
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return &Client{
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config: config,
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httpClient: &http.Client{
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Timeout: config.Timeout,
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},
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}
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}
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// JobResult represents the result of a job.
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type JobResult struct {
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JobID string `json:"job_id"`
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Status JobStatus `json:"status"`
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Data interface{} `json:"data,omitempty"`
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Error string `json:"error,omitempty"`
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Metrics *JobMetrics `json:"metrics,omitempty"`
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}
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// JobMetrics contains execution metrics.
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type JobMetrics struct {
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ExecutionTimeMs float64 `json:"execution_time_ms"`
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QueueTimeMs float64 `json:"queue_time_ms"`
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ProcessorType ProcessorType `json:"processor_type"`
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ProcessorID string `json:"processor_id"`
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FLOPS float64 `json:"flops"`
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MemoryBytes int64 `json:"memory_bytes"`
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CostMicro int64 `json:"cost_micro"`
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EnergyMJ float64 `json:"energy_mj"`
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}
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// Tensor represents a multi-dimensional array.
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type Tensor struct {
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Data []float32 `json:"data"`
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Shape []int `json:"shape"`
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DType Precision `json:"dtype"`
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}
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// NewTensor creates a new tensor from data and shape.
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func NewTensor(data []float32, shape []int, dtype Precision) *Tensor {
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return &Tensor{
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Data: data,
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Shape: shape,
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DType: dtype,
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}
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}
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// Zeros creates a tensor of zeros.
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func Zeros(shape []int, dtype Precision) *Tensor {
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size := 1
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for _, dim := range shape {
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size *= dim
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}
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return &Tensor{
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Data: make([]float32, size),
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Shape: shape,
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DType: dtype,
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}
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}
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// Serialize converts tensor to transmission format.
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func (t *Tensor) Serialize() map[string]interface{} {
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buf := new(bytes.Buffer)
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for _, v := range t.Data {
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var b [4]byte
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*(*float32)((&b[0])) = v
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buf.Write(b[:])
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}
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return map[string]interface{}{
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"data": base64.StdEncoding.EncodeToString(buf.Bytes()),
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"shape": t.Shape,
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"dtype": t.DType,
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}
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}
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// MatMul performs matrix multiplication.
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func (c *Client) MatMul(ctx context.Context, a, b *Tensor, precision Precision) (*JobResult, error) {
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job, err := c.SubmitJob(ctx, "matmul", map[string]interface{}{
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"a": a.Serialize(),
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"b": b.Serialize(),
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"precision": precision,
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})
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if err != nil {
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return nil, err
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}
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return job.Wait(ctx)
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}
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// Inference runs model inference.
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func (c *Client) Inference(ctx context.Context, model, input string, maxTokens int) (*JobResult, error) {
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job, err := c.SubmitJob(ctx, "inference", map[string]interface{}{
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"model": model,
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"input": input,
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"max_tokens": maxTokens,
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"strategy": c.config.Strategy,
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})
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if err != nil {
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return nil, err
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}
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return job.Wait(ctx)
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}
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// Job represents a submitted compute job.
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type Job struct {
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ID string
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client *Client
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status JobStatus
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}
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// SubmitJob submits a new compute job.
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func (c *Client) SubmitJob(ctx context.Context, operation string, params map[string]interface{}) (*Job, error) {
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body := map[string]interface{}{
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"operation": operation,
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"params": params,
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"strategy": c.config.Strategy,
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}
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var resp struct {
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JobID string `json:"job_id"`
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}
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if err := c.request(ctx, "POST", "/jobs", body, &resp); err != nil {
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return nil, err
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}
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return &Job{
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ID: resp.JobID,
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client: c,
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status: Pending,
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}, nil
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}
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// Wait waits for the job to complete.
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func (j *Job) Wait(ctx context.Context) (*JobResult, error) {
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ticker := time.NewTicker(500 * time.Millisecond)
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defer ticker.Stop()
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for {
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select {
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case <-ctx.Done():
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return nil, ctx.Err()
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case <-ticker.C:
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result, err := j.client.GetJobStatus(ctx, j.ID)
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if err != nil {
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return nil, err
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}
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if result.Status == Completed || result.Status == Failed || result.Status == Cancelled {
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return result, nil
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}
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}
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}
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}
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// GetJobStatus gets the status of a job.
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func (c *Client) GetJobStatus(ctx context.Context, jobID string) (*JobResult, error) {
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var result JobResult
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if err := c.request(ctx, "GET", "/jobs/"+jobID, nil, &result); err != nil {
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return nil, err
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}
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return &result, nil
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}
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// CancelJob cancels a running job.
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func (c *Client) CancelJob(ctx context.Context, jobID string) error {
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return c.request(ctx, "DELETE", "/jobs/"+jobID, nil, nil)
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}
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// PricingInfo contains pricing information.
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type PricingInfo struct {
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ProcessorType ProcessorType `json:"processor_type"`
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SpotPrice float64 `json:"spot_price"`
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AvgPrice24h float64 `json:"avg_price_24h"`
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AWSEquivalent float64 `json:"aws_equivalent"`
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SavingsPercent float64 `json:"savings_percent"`
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}
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// GetPricing gets current pricing for all processor types.
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func (c *Client) GetPricing(ctx context.Context) ([]PricingInfo, error) {
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var resp struct {
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Pricing []PricingInfo `json:"pricing"`
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}
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if err := c.request(ctx, "GET", "/pricing", nil, &resp); err != nil {
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return nil, err
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}
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return resp.Pricing, nil
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}
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func (c *Client) request(ctx context.Context, method, path string, body interface{}, result interface{}) error {
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url := c.config.Endpoint + path
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var bodyReader io.Reader
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if body != nil {
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bodyBytes, err := json.Marshal(body)
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if err != nil {
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return fmt.Errorf("failed to marshal request: %w", err)
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}
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bodyReader = bytes.NewReader(bodyBytes)
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}
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req, err := http.NewRequestWithContext(ctx, method, url, bodyReader)
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if err != nil {
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return fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Authorization", "Bearer "+c.config.APIKey)
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req.Header.Set("Content-Type", "application/json")
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resp, err := c.httpClient.Do(req)
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if err != nil {
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return fmt.Errorf("request failed: %w", err)
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}
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defer resp.Body.Close()
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if resp.StatusCode >= 400 {
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var errResp struct {
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Message string `json:"message"`
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}
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json.NewDecoder(resp.Body).Decode(&errResp)
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return &SynorError{
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Message: errResp.Message,
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StatusCode: resp.StatusCode,
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}
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}
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if result != nil {
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if err := json.NewDecoder(resp.Body).Decode(result); err != nil {
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return fmt.Errorf("failed to decode response: %w", err)
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}
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}
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return nil
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}
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// SynorError represents an API error.
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type SynorError struct {
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Message string
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StatusCode int
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}
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func (e *SynorError) Error() string {
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return fmt.Sprintf("synor: %s (status %d)", e.Message, e.StatusCode)
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}
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