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Jamba Instruct: API Provider Benchmarking & Analysis

Analysis of API providers for Jamba Instruct across performance metrics including latency (time to first token), output speed (output tokens per second), price and others. API providers benchmarked include Microsoft Azure and AI21 Labs.
For comparison of Jamba Instruct to other models, see
Owner:
AI21 Labs
License:
Open
Context window:
256k
Link:

Comparison Summary

Output Speed (tokens/s):Azure logo Azure (66 t/s) is the fastest provider of Jamba Instruct, followed by AI21 Labs logo AI21 Labs (66 t/s).Latency (TTFT):AI21 Labs logo AI21 Labs (0.44s) has the lowest latency for Jamba Instruct, followed by Azure logo Azure (1.12s).Blended Price ($/M tokens):Azure logo Azure ($0.55) is the lowest price provider of Jamba Instruct with an Input Token Price of $0.50 and an Output Token Price of $0.70, followed by AI21 Labs logo AI21 Labs ($0.55).Input Token Price:Azure logo Azure ($0.50) and AI21 Labs logo AI21 Labs ($0.50) offer the lowest input token prices for Jamba Instruct.Output Token Price:Azure logo Azure ($0.70) and  AI21 Labs logo AI21 Labs ($0.70) offer the lowest output token prices for Jamba Instruct.

Highlights

Quality
Quality Index; Higher is better
Speed
Output Tokens per Second; Higher is better
Price
USD per 1M Tokens; Lower is better
Parallel Queries:
Prompt Length:

Quality Comparison by Provider (Preliminary Results)

Varied metrics by ability categorization; Higher is better
Quality Index (Index of evaluations)
MMLU (Reasoning & Knowledge)
Math (Maths & Quantitative)
HumanEval (Coding)
Quality comparison by provider: Quality can vary between providers due to differences in how the model is provided from both a software and hardware perspective. Providers can make optimizations, such as to improve speed, but which impact quality of model responses such as by serving the model at lower precision (quantization).

Summary Analysis

Output Speed vs. Price

Output Speed: Output Tokens per Second; Price: Price: USD per 1M Tokens
Most attractive quadrant
Microsoft Azure
AI21 Labs
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Median: Figures represent median (P50) measurement over the past 14 days.

Latency vs. Output Speed

Latency: Seconds to First Tokens Chunk Received; Output Speed: Output Tokens per Second
Most attractive quadrant
Size represents Price (USD per M Tokens)
Microsoft Azure
AI21 Labs
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Latency: Time to first token of tokens received, in seconds, after API request sent.
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Median: Figures represent median (P50) measurement over the past 14 days.

Pricing: Input and Output Prices

USD per 1M Tokens; Lower is better
Input price
Output price
Input price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.
Output price: Price per token generated by the model (received from the API), represented as USD per million Tokens.

Speed

Measured by Output Speed (tokens per second)

Output Speed

Output Tokens per Second; Higher is better
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Median: Figures represent median (P50) measurement over the past 14 days.

Output Speed Variance

Output Tokens per Second; Results by percentile; Higher is better
Median, Other points represent 5th, 25th, 75th, 95th Percentiles respectively
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Boxplot: Shows variance of measurements
Picture of the author

Output Speed, Over Time

Output Tokens per Second; Higher is better
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.

Output Speed by Input token (context) length

Output Tokens per Second; Higher is better
Short (100 tokens)
Medium (1,000 tokens)
Long (10,000 tokens)
Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API).
Median: Figures represent median (P50) measurement over the past 14 days.

Latency

Measured by Time (seconds) to First Token

Latency

Seconds to First Tokens Chunk Received; Lower is better
Latency: Time to first token of tokens received, in seconds, after API request sent.
Median: Figures represent median (P50) measurement over the past 14 days.

Latency Variance

Seconds to First Tokens Chunk Received; Results by percentile; Lower median is better
Median, Other points represent 5th, 25th, 75th, 95th Percentiles respectively
Latency: Time to first token of tokens received, in seconds, after API request sent.
Boxplot: Shows variance of measurements
Picture of the author

Latency, Over Time

Seconds to First Tokens Chunk Received; Lower is better
Latency: Time to first token of tokens received, in seconds, after API request sent.
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.

Latency by Input token (context) length

Seconds to First Tokens Chunk Received; Lower is better
Short (100 tokens)
Medium (1,000 tokens)
Long (10,000 tokens)
Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
Latency: Time to first token of tokens received, in seconds, after API request sent.
Median: Figures represent median (P50) measurement over the past 14 days.

Total Response Time

Time to receive 100 tokens output, calculated by latency and output speed metrics

Total Response Time vs. Price

Total: Response Time: Seconds to Output 100 Tokens; Price: Price: USD per 1M Tokens
Most attractive quadrant
Microsoft Azure
AI21 Labs
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Total Response Time: Time to receive a 100 token response. Estimated based on Latency (time to receive first chunk) and Output Speed (output tokens per second).
Median: Figures represent median (P50) measurement over the past 14 days.

Total Response Time

Seconds to Output 100 Tokens; Lower is better
Total Response Time: Time to receive a 100 token response. Estimated based on Latency (time to receive first chunk) and Output Speed (output tokens per second).
Median: Figures represent median (P50) measurement over the past 14 days.

Total Response Time, Over Time

Seconds to Output 100 Tokens; Lower is better
Total Response Time: Time to receive a 100 token response. Estimated based on Latency (time to receive first chunk) and Output Speed (output tokens per second).
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.

Total Response Time by Input token (context) length

Seconds to Output 100 Tokens; Lower is better
Short (100 tokens)
Medium (1,000 tokens)
Long (10,000 tokens)
Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
Total Response Time: Time to receive a 100 token response. Estimated based on Latency (time to receive first chunk) and Output Speed (output tokens per second).
Median: Figures represent median (P50) measurement over the past 14 days.

Summary Table of Key Comparison Metrics

Context
Model Quality
Price
Output tokens/s
Latency
No results.