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White Blood Cell Classifier (ViT) vs Flux Dev: Which AI Model Should You Choose?

Pricing, context windows, latency, capabilities, and a one-line code switch — everything you need to pick the right model.

huggingface
Image Generation
vs
Replicate
Image Generation
Verdict

White Blood Cell Classifier (ViT) and Flux Dev are closely matched on pricing and context. The right choice depends on your specific workload — see the table below for the full breakdown.

Side-by-side specs

SpecWhite Blood Cell Classifier (ViT)Flux Dev
ProviderhuggingfaceReplicate
CategoryImage GenerationImage Generation
Input cost / 1M tokensn/an/a
Output cost / 1M tokensn/an/a
Context window——
Max output tokens——
Avg. latency—10.0s
Featured—Yes
New——
Capabilities
image
webp
jpg
png

Pricing example

A typical chat workload of 100,000 input tokens plus 50,000 output tokens.

White Blood Cell Classifier (ViT)
n/a

100K in × n/a + 50K out × n/a

Flux Dev
n/a

100K in × n/a + 50K out × n/a

Switch in one line

Both models live behind Railwail's OpenAI-compatible endpoint. Replace the model string and you are done.

JavaScript / TypeScript
import OpenAI from "openai";

const client = new OpenAI({
  apiKey: process.env.RAILWAIL_API_KEY,
  baseURL: "https://railwail.com/v1",
});

// Before — using White Blood Cell Classifier (ViT)
let r = await client.chat.completions.create({
  model: "buketyeter/blood_cell_project",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to Flux Dev
r = await client.chat.completions.create({
  model: "black-forest-labs/flux-dev-lora",
  messages: [{ role: "user", content: "Hello" }],
});
Python
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["RAILWAIL_API_KEY"],
    base_url="https://railwail.com/v1",
)

# Before — using White Blood Cell Classifier (ViT)
r = client.chat.completions.create(
    model="buketyeter/blood_cell_project",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to Flux Dev
r = client.chat.completions.create(
    model="black-forest-labs/flux-dev-lora",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using White Blood Cell Classifier (ViT)
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "buketyeter/blood_cell_project",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

# After — switched to Flux Dev
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "black-forest-labs/flux-dev-lora",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

Which one wins for...

Quick verdicts derived from public specs. Always validate on your own workload.

Coding
White Blood Cell Classifier (ViT)

Higher coding category match or larger context wins.

Writing
White Blood Cell Classifier (ViT)

Bigger context window helps maintain long-form coherence.

Long documents
White Blood Cell Classifier (ViT)

The larger context window is the deciding factor.

Vision
White Blood Cell Classifier (ViT)

Multimodal/vision support is required for image inputs.

Real-time chat
Flux Dev

Lower average latency wins for interactive UX.

Cost-sensitive
Tie

The model with the lower input-token price wins.

Frequently asked questions

Which is cheaper, White Blood Cell Classifier (ViT) or Flux Dev?
White Blood Cell Classifier (ViT) and Flux Dev cannot be compared on per-token price: at least one of them has no per-token price listed (it is priced per run or not yet priced). See each model page for its current price.
Which has more context, White Blood Cell Classifier (ViT) or Flux Dev?
White Blood Cell Classifier (ViT) and Flux Dev have similar context windows (— vs —).
Is White Blood Cell Classifier (ViT) better than Flux Dev for coding?
For coding-heavy workloads we lean toward White Blood Cell Classifier (ViT) on this comparison — it scores higher on the relevant heuristics (category, tags, or context window). Both models are usable for code via Railwail's OpenAI-compatible endpoint, so the safest path is to A/B test on your own prompts.
Can I use both White Blood Cell Classifier (ViT) and Flux Dev via Railwail?
Yes. Both White Blood Cell Classifier (ViT) and Flux Dev are accessible through a single Railwail API key and the OpenAI-compatible /v1/chat/completions endpoint. You only change the "model" parameter to switch between them — no SDK swap, no separate billing.
How do I switch from White Blood Cell Classifier (ViT) to Flux Dev?
Replace the model identifier "buketyeter/blood_cell_project" with "black-forest-labs/flux-dev-lora" in your request payload. Everything else — API key, base URL, request shape — stays the same. See the code example on this page for the exact one-line change.

Try White Blood Cell Classifier (ViT) and Flux Dev side by side

One API key, one endpoint, both models. Start free — no credit card required.

Get Started FreeView White Blood Cell Classifier (ViT)View Flux Dev