Actual ChatGPT penetration may vary by cohort. Note that this chart aggregates data across survey providers and as such may not be directly comparable. Source: Pew Research Center (3/26/24), Elon University PerformanceNVIDIA GPU Performance = +225x Over Eight Years 106 1 GPT-MoE Inference Workload = A type of workload where a GPT-style model with a Mixture-of-Experts (MoE) architecture is used for inference rises – dragging costs up again. The result is a flywheel of growth that puts pressure on cloud providers, chipmakers, and enterprise IT budgets alike. The economics of AI are evolving quickly – but for

Promise, Deferred) • Deliver to a queue • Callback registry (e.g. POSIX signals) Regardless of which type of interface is used, asynchronous functions by definition interact differently with their callers; action="/myform" method="POST">' 'type="text" name="message">' 'type="submit" value="Submit">' '') def post(self): self.set_header("Content-Type", "text/plain") self.write("You which maps names (the name of the HTML type="file"> element) to a list of files. Each file is a dictionary of the form {"filename":..., "content_type":..., "body":...}. The files object is only present

Promise, Deferred) Deliver to a queue Callback registry (e.g. POSIX signals) Regardless of which type of interface is used, asynchronous functions by definition interact differently with their callers; 'type="text" name="message">' 'type="submit" value="Submit">' '') def post(self): self.set_header("Content-Type", "text/plain") which maps names (the name of the HTML type="file"> element) to a list of files. Each file is a dictionary of the form {"filename":..., "content_type":..., "body":...}. The files object is only present

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68 8.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69 8.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 11 Types 120 11.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121 11.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 11.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 11.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68 8.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69 8.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 11 Types 120 11.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121 11.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 11.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 11.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 9.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 9.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 12 Types 127 12.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 12.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 12.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 12.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 9.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 9.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 12 Types 127 12.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 12.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 12.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 12.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 9.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 9.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 12 Types 127 12.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 12.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 12.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 12.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 9.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 9.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 12 Types 127 12.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 12.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 12.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 12.8 Parametric

Argument Passing Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 9.2 Argument-type declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 9.3 The return Keyword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 12 Types 127 12.1 Type Declarations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 12.2 Abstract Declared Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 12.7 Type Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 12.8 Parametric