* Be very, very careful.
* The cache has a builtin test, enabled with `UNSAFE_PILOT_ENABLE_RUNTIME_ASSERTIONS=true`, that runs in CI. This will panic if any key is written to with a different value.

#### Partial Computations

    public void release () {
        long usage = this.usageCount.decrementAndGet();
        if ( log.isTraceEnabled() ) {
            log.trace("Release transport " + usage + " " + this);
        }

        if ( usage == 0 ) {
            if ( log.isTraceEnabled() ) {
                log.trace("Transport usage dropped to zero " + this);
            }
        }
        else if ( usage < 0 ) {

            }
        }

        if ( usage == 0 ) {
            synchronized ( this ) {
                log.debug("Usage dropped to zero, release session");
                if ( this.sessionAcquired.compareAndSet(true, false) ) {
                    this.session.release();
                }
            }
        }
        else if ( usage < 0 ) {
            log.error("Usage count dropped below zero " + this);

Krishnan Parthasarathi <******@****.***> 1705132268 -0800

        @Option(name = "-s", aliases = "--sessionId", metaVar = "sessionId", usage = "Session ID")
        public String sessionId;

        @Option(name = "-n", aliases = "--name", metaVar = "name", usage = "Name")
        public String name;

        @Option(name = "-w", aliases = "--webConfigIds", metaVar = "webConfigIds", usage = "Web Config IDs")
        public String webConfigIds;

          }
        }
      }
      auto usage_count_it = state.tensor_usage_counts.find(id);
      if (usage_count_it == state.tensor_usage_counts.end()) {
        VLOG(1) << "Tensor " << id << " not used";
        continue;
      }
      usage_count_it->second--;
      if (usage_count_it->second > 0) {
        VLOG(1) << "Tensor " << id << " usage count " << usage_count_it->second;
        continue;
      }

}

func registerStringParameter(name, value, usage string) {
	rootCmd.Flags().String(name, value, usage)
	registerEnvironment(name, value, usage)
}

func registerIntegerParameter(name string, value int, usage string) {
	rootCmd.Flags().Int(name, value, usage)
	registerEnvironment(name, value, usage)
}

func registerBooleanParameter(name string, value bool, usage string) {
	rootCmd.Flags().Bool(name, value, usage)

   * @throws NullPointerException if any of {@code elements} is null
   */
  public static <E> ImmutableSortedSet<E> copyOf(Iterable<? extends E> elements) {
    // Hack around E not being a subtype of Comparable.
    // Unsafe, see ImmutableSortedSetFauxverideShim.
    @SuppressWarnings("unchecked")
    Ordering<E> naturalOrder = (Ordering<E>) Ordering.<Comparable<?>>natural();
    return copyOf(naturalOrder, elements);
  }

  /**

            val stage = model.stages[stageNumber - 1]
            val prevStage = if (stageNumber > 1) model.stages[stageNumber - 2] else null

            if (stage.runsIndependent) {
                return@forEach
            }

            assertEquals(
                stage.specificBuilds.size + stage.functionalTests.size + stage.performanceTests.size + stage.docsTests.size + (if (prevStage != null) 1 else 0),

The first stage will only be used to **install Poetry** and to **generate the `requirements.txt`** with your project dependencies from Poetry's `pyproject.toml` file.

This `requirements.txt` file will be used with `pip` later in the **next stage**.

In the final container image **only the final stage** is preserved. The previous stage(s) will be discarded.